diff --git a/.github/labeler.yml b/.github/labeler.yml
index 1650e436d..ee2f4de14 100644
--- a/.github/labeler.yml
+++ b/.github/labeler.yml
@@ -1,7 +1,15 @@
+test:uipath-langchain:
+  - changed-files:
+    - any-glob-to-any-file: ['packages/uipath/src/**/*.py']
+  - changed-files:
+    - any-glob-to-any-file: ['packages/uipath-platform/src/**/*.py']
+  - changed-files:
+    - any-glob-to-any-file: ['packages/uipath-core/src/**/*.py']
+
 test:uipath-llamaindex:
   - changed-files:
-    - any-glob-to-any-file: ['src/**/*.py']
+    - any-glob-to-any-file: ['packages/uipath/src/**/*.py']
 
-test:uipath-langchain:
+test:uipath-runtime:
   - changed-files:
-    - any-glob-to-any-file: ['src/**/*.py']
+    - any-glob-to-any-file: ['packages/uipath-core/src/**/*.py']
diff --git a/.github/scripts/detect_changed_packages.py b/.github/scripts/detect_changed_packages.py
new file mode 100644
index 000000000..2888ebc2e
--- /dev/null
+++ b/.github/scripts/detect_changed_packages.py
@@ -0,0 +1,162 @@
+#!/usr/bin/env python3
+"""Detect which packages have changed in a PR or push to main.
+
+Includes dependency-aware propagation: when a package changes, all
+downstream dependents are also included in the test list.
+"""
+
+import json
+import os
+import subprocess
+import sys
+from pathlib import Path
+
+# Internal dependency graph: package -> packages that depend on it.
+# When a package changes, its dependents' tests also run.
+# Add new entries here as packages are added to the monorepo.
+# External dependents (uipath-langchain, uipath-runtime, etc.) are
+# handled separately via labeler.yml auto-labels.
+DEPENDENTS: dict[str, list[str]] = {
+    "uipath-core": ["uipath-platform", "uipath"],
+    "uipath-platform": ["uipath"],
+}
+
+
+def expand_with_dependents(changed: list[str], all_packages: list[str]) -> list[str]:
+    """Expand changed package list to include downstream dependents."""
+    expanded = set(changed)
+    for pkg in changed:
+        for dep in DEPENDENTS.get(pkg, []):
+            if dep in all_packages:
+                expanded.add(dep)
+    return sorted(expanded)
+
+
+def get_all_packages() -> list[str]:
+    """Get all packages in the monorepo."""
+    packages_dir = Path("packages")
+    packages = []
+
+    for item in packages_dir.iterdir():
+        if item.is_dir() and (item / "pyproject.toml").exists():
+            packages.append(item.name)
+
+    return sorted(packages)
+
+
+def get_changed_packages(base_sha: str, head_sha: str) -> list[str]:
+    """Get packages that have changed between two commits."""
+    try:
+        # Get changed files
+        result = subprocess.run(
+            ["git", "diff", "--name-only", f"{base_sha}...{head_sha}"],
+            capture_output=True,
+            text=True,
+            check=True,
+        )
+
+        changed_files = result.stdout.strip().split("\n")
+
+        # Extract package names from paths like "packages/uipath-llamaindex/..."
+        changed_packages = set()
+        for file_path in changed_files:
+            if file_path.startswith("packages/"):
+                parts = file_path.split("/")
+                if len(parts) >= 2:
+                    package_name = parts[1]
+                    # Verify it's a real package
+                    if (Path("packages") / package_name / "pyproject.toml").exists():
+                        changed_packages.add(package_name)
+
+        return sorted(changed_packages)
+
+    except subprocess.CalledProcessError as e:
+        print(f"Error running git diff: {e}", file=sys.stderr)
+        return []
+
+
+def get_changed_packages_auto() -> list[str]:
+    """Auto-detect changed packages using git."""
+    try:
+        # Try to detect changes against origin/main
+        result = subprocess.run(
+            ["git", "diff", "--name-only", "origin/main...HEAD"],
+            capture_output=True,
+            text=True,
+            check=True,
+        )
+
+        changed_files = result.stdout.strip().split("\n")
+
+        # Extract package names
+        changed_packages = set()
+        for file_path in changed_files:
+            if file_path.startswith("packages/"):
+                parts = file_path.split("/")
+                if len(parts) >= 2:
+                    package_name = parts[1]
+                    if (Path("packages") / package_name / "pyproject.toml").exists():
+                        changed_packages.add(package_name)
+
+        return sorted(changed_packages)
+
+    except (subprocess.CalledProcessError, Exception) as e:
+        print(f"Warning: Could not auto-detect changes: {e}", file=sys.stderr)
+        return []
+
+
+def main():
+    """Main entry point."""
+    event_name = os.getenv("GITHUB_EVENT_NAME", "")
+    base_sha = os.getenv("BASE_SHA", "")
+    head_sha = os.getenv("HEAD_SHA", "")
+
+    all_packages = get_all_packages()
+
+    # If we have explicit SHAs (from PR or push), detect changed packages
+    if base_sha and head_sha:
+        packages = get_changed_packages(base_sha, head_sha)
+        event_type = "pull request" if event_name == "pull_request" else "push"
+        print(f"{event_type.capitalize()} - detected {len(packages)} directly changed package(s):")
+        for pkg in packages:
+            print(f"  - {pkg}")
+
+    # workflow_call or missing context - try auto-detection
+    else:
+        print(f"Event: {event_name or 'workflow_call'} - attempting auto-detection")
+        packages = get_changed_packages_auto()
+
+        if packages:
+            print(f"Auto-detected {len(packages)} directly changed package(s):")
+            for pkg in packages:
+                print(f"  - {pkg}")
+        else:
+            # Fallback: test all packages
+            print("Could not detect changes - testing all packages")
+            packages = all_packages
+            for pkg in packages:
+                print(f"  - {pkg}")
+
+    # Expand with downstream dependents
+    expanded = expand_with_dependents(packages, all_packages)
+    added = sorted(set(expanded) - set(packages))
+    if added:
+        print(f"\nAdded {len(added)} dependent package(s):")
+        for pkg in added:
+            print(f"  - {pkg}")
+    packages = expanded
+
+    # Output as JSON for GitHub Actions
+    packages_json = json.dumps(packages)
+    print(f"\nPackages JSON: {packages_json}")
+
+    # Write to GitHub output
+    github_output = os.getenv("GITHUB_OUTPUT")
+    if github_output:
+        with open(github_output, "a") as f:
+            f.write(f"packages={packages_json}\n")
+            f.write(f"count={len(packages)}\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/.github/workflows/cd.yml b/.github/workflows/cd.yml
index 8f2958473..ae85b13fd 100644
--- a/.github/workflows/cd.yml
+++ b/.github/workflows/cd.yml
@@ -6,24 +6,51 @@ on:
     branches:
       - main
     paths:
-      - pyproject.toml
+      - 'packages/*/pyproject.toml'
+      - '!packages/*/samples/**/pyproject.toml'
+      - '!packages/*/testcases/**/pyproject.toml'
+
+permissions:
+  contents: read
+  pull-requests: read
 
 jobs:
-  lint:
-    uses: ./.github/workflows/lint.yml
+  detect-changed-packages:
+    runs-on: ubuntu-latest
+    outputs:
+      packages: ${{ steps.detect.outputs.packages }}
+      count: ${{ steps.detect.outputs.count }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
 
-  test:
-    uses: ./.github/workflows/test.yml
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Detect changed packages
+        id: detect
+        env:
+          GITHUB_EVENT_NAME: ${{ github.event_name }}
+          BASE_SHA: ${{ github.event.before }}
+          HEAD_SHA: ${{ github.event.after }}
+        run: python .github/scripts/detect_changed_packages.py
 
   build:
-    name: Build
+    name: Build ${{ matrix.package }}
+    needs: detect-changed-packages
+    if: needs.detect-changed-packages.outputs.count > 0 && github.repository == 'UiPath/uipath-python'
     runs-on: ubuntu-latest
-
-    needs:
-      - lint
-      - test
-
-    if: ${{ github.repository == 'UiPath/uipath-python' }}
+    defaults:
+      run:
+        working-directory: packages/${{ matrix.package }}
+    strategy:
+      fail-fast: false
+      matrix:
+        package: ${{ fromJson(needs.detect-changed-packages.outputs.packages) }}
     permissions:
       contents: read
       actions: write
@@ -40,15 +67,17 @@ jobs:
       - name: Setup Python
         uses: actions/setup-python@v5
         with:
-          python-version-file: ".python-version"
+          python-version-file: "packages/${{ matrix.package }}/.python-version"
 
       - name: Install dependencies
         run: uv sync --all-extras
 
       - name: Update AGENTS.md
+        if: matrix.package == 'uipath'
         run: uv run python scripts/update_agents_md.py
 
       - name: Replace connection string placeholder
+        if: matrix.package == 'uipath'
         run: |
           originalfile="src/uipath/telemetry/_constants.py"
           tmpfile=$(mktemp)
@@ -57,24 +86,26 @@ jobs:
           rsync -a --no-whole-file --ignore-existing "$originalfile" "$tmpfile"
           envsubst '$CONNECTION_STRING' < "$originalfile" > "$tmpfile" && mv "$tmpfile" "$originalfile"
         env:
-          CONNECTION_STRING: ${{ secrets.APPINS_CONNECTION_STRING }}
+          CONNECTION_STRING: ${{ secrets.APPLICATIONINSIGHTS_CONNECTION_STRING }}
 
       - name: Build
-        run: uv build
+        run: uv build --no-sources --package ${{ matrix.package }}
 
       - name: Upload artifacts
         uses: actions/upload-artifact@v4
         with:
-          name: release-dists
-          path: dist/
+          name: release-dists-${{ matrix.package }}
+          path: packages/${{ matrix.package }}/dist/
 
   pypi-publish:
-    name: Upload release to PyPI
+    name: Upload ${{ matrix.package }} to PyPI
+    needs: [detect-changed-packages, build]
     runs-on: ubuntu-latest
     environment: pypi
-
-    needs:
-      - build
+    strategy:
+      fail-fast: false
+      matrix:
+        package: ${{ fromJson(needs.detect-changed-packages.outputs.packages) }}
     permissions:
       contents: read
       id-token: write
@@ -83,7 +114,7 @@ jobs:
       - name: Retrieve release distributions
         uses: actions/download-artifact@v4
         with:
-          name: release-dists
+          name: release-dists-${{ matrix.package }}
           path: dist/
 
       - name: Publish package distributions to PyPI
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 383039232..18eb9f724 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -1,22 +1,20 @@
 name: CI
 
 on:
-  push:
-    branches:
-      - main
-    paths-ignore:
-      - pyproject.toml
   pull_request:
     branches:
       - main
 
+permissions:
+  contents: read
+
 jobs:
   commit-lint:
     if: ${{ github.event_name == 'pull_request' }}
     uses: ./.github/workflows/commitlint.yml
 
   lint:
-    uses: ./.github/workflows/lint.yml
+    uses: ./.github/workflows/lint-packages.yml
 
   test:
-    uses: ./.github/workflows/test.yml
\ No newline at end of file
+    uses: ./.github/workflows/test-packages.yml
diff --git a/.github/workflows/integration_tests.yml b/.github/workflows/integration_tests.yml
index ba4bf69be..69311181f 100644
--- a/.github/workflows/integration_tests.yml
+++ b/.github/workflows/integration_tests.yml
@@ -1,8 +1,6 @@
-name: Integration testing
+name: uipath - Integration Tests
 
 on:
-  push:
-    branches: [ main, develop ]
   pull_request:
     branches: [ main ]
 
@@ -12,29 +10,71 @@ permissions:
   actions: read
 
 jobs:
+  detect-changed-packages:
+    runs-on: ubuntu-latest
+    outputs:
+      packages: ${{ steps.detect.outputs.packages }}
+      count: ${{ steps.detect.outputs.count }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Detect changed packages
+        id: detect
+        env:
+          GITHUB_EVENT_NAME: ${{ github.event_name }}
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+          HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+        run: python .github/scripts/detect_changed_packages.py
+
   discover-testcases:
+    needs: [detect-changed-packages]
+    if: needs.detect-changed-packages.outputs.count > 0
     runs-on: ubuntu-latest
     outputs:
       testcases: ${{ steps.discover.outputs.testcases }}
+      count: ${{ steps.discover.outputs.count }}
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
 
     - name: Discover testcases
       id: discover
+      env:
+        PACKAGES: ${{ needs.detect-changed-packages.outputs.packages }}
       run: |
-        # Find all testcase folders (excluding common folders like README, etc.)
-        testcase_dirs=$(find testcases -maxdepth 1 -type d -name "*-*" | sed 's|testcases/||' | sort)
-
-        echo "Found testcase directories:"
-        echo "$testcase_dirs"
+        # Discover testcases from all affected packages
+        all_testcases="[]"
+
+        for package in $(echo "$PACKAGES" | jq -r '.[]'); do
+          testcases_dir="packages/$package/testcases"
+          if [ -d "$testcases_dir" ]; then
+            testcase_dirs=$(find "$testcases_dir" -maxdepth 1 -type d -name "*-*" | sed "s|$testcases_dir/||" | sort)
+            if [ -n "$testcase_dirs" ]; then
+              echo "Found testcases in $package:"
+              echo "$testcase_dirs"
+              # Add as package/testcase entries
+              package_testcases=$(echo "$testcase_dirs" | jq -R -c --arg pkg "$package" '{package: $pkg, testcase: .}')
+              all_testcases=$(echo "$all_testcases" | jq -c --argjson new "[$( echo "$package_testcases" | paste -sd, )]" '. + $new')
+            fi
+          fi
+        done
 
-        # Convert to JSON array for matrix
-        testcases_json=$(echo "$testcase_dirs" | jq -R -s -c 'split("\n")[:-1]')
-        echo "testcases=$testcases_json" >> $GITHUB_OUTPUT
+        echo "All testcases: $all_testcases"
+        count=$(echo "$all_testcases" | jq 'length')
+        echo "testcases=$all_testcases" >> $GITHUB_OUTPUT
+        echo "count=$count" >> $GITHUB_OUTPUT
 
   integration-tests:
     needs: [discover-testcases]
+    if: needs.discover-testcases.outputs.count > 0
     runs-on: ubuntu-latest
     container:
       image: ghcr.io/astral-sh/uv:python3.12-bookworm
@@ -47,13 +87,14 @@ jobs:
         testcase: ${{ fromJson(needs.discover-testcases.outputs.testcases) }}
         environment: [alpha, cloud, staging]
 
-    name: "${{ matrix.testcase }} / ${{ matrix.environment }}"
+    name: "${{ matrix.testcase.testcase }} / ${{ matrix.environment }}"
 
     steps:
     - name: Checkout code
       uses: actions/checkout@v4
 
     - name: Install dependencies
+      working-directory: packages/${{ matrix.testcase.package }}
       run: uv sync
 
     - name: Run testcase
@@ -68,12 +109,13 @@ jobs:
         TELEMETRY_CONNECTION_STRING: ${{ secrets.APPLICATIONINSIGHTS_CONNECTION_STRING }}
         APP_INSIGHTS_APP_ID: ${{ secrets.APP_INSIGHTS_APP_ID }}
         APP_INSIGHTS_API_KEY: ${{ secrets.APP_INSIGHTS_API_KEY }}
-      working-directory: testcases/${{ matrix.testcase }}
+      working-directory: packages/${{ matrix.testcase.package }}/testcases/${{ matrix.testcase.testcase }}
       run: |
         # If any errors occur execution will stop with exit code
         set -e
 
-        echo "Running testcase: ${{ matrix.testcase }}"
+        echo "Running testcase: ${{ matrix.testcase.testcase }}"
+        echo "Package: ${{ matrix.testcase.package }}"
         echo "Environment: ${{ matrix.environment }}"
         echo "Working directory: $(pwd)"
 
@@ -82,12 +124,20 @@ jobs:
         bash ../common/validate_output.sh
 
   summarize-results:
-    needs: [integration-tests]
+    needs: [detect-changed-packages, discover-testcases, integration-tests]
     runs-on: ubuntu-latest
-    if: always() # This ensures the job runs even if the tests fail
+    if: always()
     steps:
       - name: Check integration tests status
         run: |
+          if [[ "${{ needs.detect-changed-packages.outputs.count }}" == "0" ]]; then
+            echo "No packages changed - skipping integration tests"
+            exit 0
+          fi
+          if [[ "${{ needs.discover-testcases.outputs.count }}" == "0" ]]; then
+            echo "No testcases found for changed packages - skipping"
+            exit 0
+          fi
           if [[ "${{ needs.integration-tests.result }}" == "success" ]]; then
             echo "All integration tests passed"
           else
diff --git a/.github/workflows/lint-packages.yml b/.github/workflows/lint-packages.yml
new file mode 100644
index 000000000..e7f275c54
--- /dev/null
+++ b/.github/workflows/lint-packages.yml
@@ -0,0 +1,215 @@
+name: Lint Packages
+
+on:
+  workflow_call:
+
+permissions:
+  contents: read
+
+jobs:
+  detect-changed-packages:
+    runs-on: ubuntu-latest
+    outputs:
+      packages: ${{ steps.detect.outputs.packages }}
+      count: ${{ steps.detect.outputs.count }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Detect changed packages
+        id: detect
+        env:
+          GITHUB_EVENT_NAME: ${{ github.event_name }}
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+          HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+        run: python .github/scripts/detect_changed_packages.py
+
+  lint-uipath-core:
+    name: Lint uipath-core
+    needs: detect-changed-packages
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check if package changed
+        id: check
+        run: |
+          if echo '${{ needs.detect-changed-packages.outputs.packages }}' | jq -e 'index("uipath-core")' > /dev/null; then
+            echo "skip=false" >> $GITHUB_OUTPUT
+          else
+            echo "skip=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Skip
+        if: steps.check.outputs.skip == 'true'
+        run: echo "Skipping - no changes to uipath-core"
+
+      - name: Checkout
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        if: steps.check.outputs.skip != 'true'
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+
+      - name: Setup Python
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/setup-python@v5
+        with:
+          python-version-file: "packages/uipath-core/.python-version"
+
+      - name: Install dependencies
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-core
+        run: uv sync --locked --no-sources --all-extras
+
+      - name: Check static types
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-core
+        run: uv run mypy --config-file pyproject.toml .
+
+      - name: Check linting
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-core
+        run: uv run ruff check .
+
+      - name: Check formatting
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-core
+        run: uv run ruff format --check .
+
+  lint-uipath-platform:
+    name: Lint uipath-platform
+    needs: detect-changed-packages
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check if package changed
+        id: check
+        run: |
+          if echo '${{ needs.detect-changed-packages.outputs.packages }}' | jq -e 'index("uipath-platform")' > /dev/null; then
+            echo "skip=false" >> $GITHUB_OUTPUT
+          else
+            echo "skip=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Skip
+        if: steps.check.outputs.skip == 'true'
+        run: echo "Skipping - no changes to uipath-platform"
+
+      - name: Checkout
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        if: steps.check.outputs.skip != 'true'
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+
+      - name: Setup Python
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/setup-python@v5
+        with:
+          python-version-file: "packages/uipath-platform/.python-version"
+
+      - name: Install dependencies
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-platform
+        run: uv sync --locked --no-sources --all-extras
+
+      - name: Check static types
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-platform
+        run: uv run mypy --config-file pyproject.toml .
+
+      - name: Check linting
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-platform
+        run: uv run ruff check .
+
+      - name: Check formatting
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-platform
+        run: uv run ruff format --check .
+
+  lint-uipath:
+    name: Lint uipath
+    needs: detect-changed-packages
+    runs-on: ubuntu-latest
+    steps:
+      - name: Check if package changed
+        id: check
+        run: |
+          if echo '${{ needs.detect-changed-packages.outputs.packages }}' | jq -e 'index("uipath")' > /dev/null; then
+            echo "skip=false" >> $GITHUB_OUTPUT
+          else
+            echo "skip=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Skip
+        if: steps.check.outputs.skip == 'true'
+        run: echo "Skipping - no changes to uipath"
+
+      - name: Checkout
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        if: steps.check.outputs.skip != 'true'
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+
+      - name: Setup Python
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/setup-python@v5
+        with:
+          python-version-file: "packages/uipath/.python-version"
+
+      - name: Install dependencies
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv sync --locked --no-sources --all-extras
+
+      - name: Check static types
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv run mypy --config-file pyproject.toml .
+
+      - name: Check linting
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv run ruff check .
+
+      - name: Check formatting
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv run ruff format --check .
+
+      - name: Check httpx.Client() usage
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv run python scripts/lint_httpx_client.py
+
+  lint-gate:
+    name: Lint
+    needs: [lint-uipath-core, lint-uipath-platform, lint-uipath]
+    runs-on: ubuntu-latest
+    if: always()
+    steps:
+      - name: Check lint results
+        run: |
+          if [[ "${{ needs.lint-uipath-core.result }}" == "failure" || \
+                "${{ needs.lint-uipath-platform.result }}" == "failure" || \
+                "${{ needs.lint-uipath.result }}" == "failure" ]]; then
+            echo "Lint failed"
+            exit 1
+          fi
+          echo "All lint checks passed"
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
deleted file mode 100644
index ff8f20cb2..000000000
--- a/.github/workflows/lint.yml
+++ /dev/null
@@ -1,39 +0,0 @@
-name: Lint
-
-on: workflow_call
-
-jobs:
-  lint:
-    name: Lint
-    runs-on: ubuntu-latest
-    permissions:
-      contents: read
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Setup uv
-        uses: astral-sh/setup-uv@v5
-        with:
-          enable-cache: true
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version-file: ".python-version"
-
-      - name: Install dependencies
-        run: uv sync --locked --all-extras
-
-      - name: Check static types
-        run: uv run mypy --config-file pyproject.toml
-
-      - name: Check linting
-        run: uv run ruff check .
-
-      - name: Check formatting
-        run: uv run ruff format --check .
-
-      - name: Check httpx.Client() usage
-        run: uv run python scripts/lint_httpx_client.py
diff --git a/.github/workflows/publish-dev.yml b/.github/workflows/publish-dev.yml
index 9326cb40d..3c438f75c 100644
--- a/.github/workflows/publish-dev.yml
+++ b/.github/workflows/publish-dev.yml
@@ -3,16 +3,53 @@ name: Publish Dev Build
 on:
   pull_request:
     types: [opened, synchronize, reopened, labeled]
+    paths:
+      - 'packages/**'
+      - '.github/workflows/publish-dev.yml'
+      - '.github/scripts/detect_changed_packages.py'
+
+permissions:
+  contents: read
+  pull-requests: write
 
 jobs:
-  publish-dev:
+  detect-changed-packages:
+    if: contains(github.event.pull_request.labels.*.name, 'build:dev')
     runs-on: ubuntu-latest
-    permissions:
-      contents: read
-      pull-requests: write
+    outputs:
+      packages: ${{ steps.detect.outputs.packages }}
+      count: ${{ steps.detect.outputs.count }}
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
 
-    # Only run if PR has the build:dev label
-    if: contains(github.event.pull_request.labels.*.name, 'build:dev')
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Detect changed packages
+        id: detect
+        env:
+          GITHUB_EVENT_NAME: ${{ github.event_name }}
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+          HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+        run: python .github/scripts/detect_changed_packages.py
+
+  publish-dev:
+    name: Publish Dev Build - ${{ matrix.package }}
+    needs: detect-changed-packages
+    if: contains(github.event.pull_request.labels.*.name, 'build:dev') && needs.detect-changed-packages.outputs.count > 0
+    runs-on: ubuntu-latest
+    defaults:
+      run:
+        working-directory: packages/${{ matrix.package }}
+    strategy:
+      fail-fast: false
+      matrix:
+        package: ${{ fromJson(needs.detect-changed-packages.outputs.packages) }}
 
     steps:
       - name: Checkout
@@ -26,12 +63,13 @@ jobs:
       - name: Setup Python
         uses: actions/setup-python@v5
         with:
-          python-version-file: ".python-version"
+          python-version-file: "packages/${{ matrix.package }}/.python-version"
 
       - name: Install dependencies
         run: uv sync --all-extras
 
       - name: Replace connection string placeholder
+        if: matrix.package == 'uipath'
         run: |
           originalfile="src/uipath/telemetry/_constants.py"
           tmpfile=$(mktemp)
@@ -40,19 +78,19 @@ jobs:
           rsync -a --no-whole-file --ignore-existing "$originalfile" "$tmpfile"
           envsubst '$CONNECTION_STRING' < "$originalfile" > "$tmpfile" && mv "$tmpfile" "$originalfile"
         env:
-          CONNECTION_STRING: ${{ secrets.APPINS_CONNECTION_STRING }}
+          CONNECTION_STRING: ${{ secrets.APPLICATIONINSIGHTS_CONNECTION_STRING }}
 
       - name: Set development version
         shell: pwsh
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         run: |
-          $pyprojcontent = Get-Content pyproject.toml -Raw
+          $pyprojPath = "pyproject.toml"
+          $pyprojcontent = Get-Content $pyprojPath -Raw
 
           $PROJECT_NAME    = ($pyprojcontent | Select-String -Pattern '(?m)^\[(project|tool\.poetry)\][^\[]*?name\s*=\s*"([^"]*)"' -AllMatches).Matches[0].Groups[2].Value
           $CURRENT_VERSION = ($pyprojcontent | Select-String -Pattern '(?m)^\[(project|tool\.poetry)\][^\[]*?version\s*=\s*"([^"]*)"' -AllMatches).Matches[0].Groups[2].Value
 
-
           # Get PR number and run number with proper padding
           $PR_NUM = [int]"${{ github.event.pull_request.number }}"
           $PADDED_PR  = "{0:D5}" -f [int]"${{ github.event.pull_request.number }}"
@@ -67,19 +105,12 @@ jobs:
           $DEV_VERSION = "$CURRENT_VERSION.dev1$PADDED_PR$PADDED_RUN"
 
           # Update version in pyproject.toml
-          (Get-Content pyproject.toml) -replace "version = `"$CURRENT_VERSION`"", "version = `"$DEV_VERSION`"" | Set-Content pyproject.toml
-
-          Write-Output "Package version set to $DEV_VERSION"
+          (Get-Content $pyprojPath) -replace "version = `"$CURRENT_VERSION`"", "version = `"$DEV_VERSION`"" | Set-Content $pyprojPath
 
-          $startMarker = "<!-- DEV_PACKAGE_START -->"
-          $endMarker = "<!-- DEV_PACKAGE_END -->"
+          Write-Output "Package $PROJECT_NAME version set to $DEV_VERSION"
 
           $dependencyMessage = @"
-          $startMarker
-          ## Development Package
-
-          - Use ``uipath pack --nolock`` to get the latest dev build from this PR (requires version range).
-          - Add this package as a dependency in your pyproject.toml:
+          ### $PROJECT_NAME
 
           ``````toml
           [project]
@@ -99,13 +130,7 @@ jobs:
 
           [tool.uv.sources]
           $PROJECT_NAME = { index = "testpypi" }
-
-          [tool.uv]
-          override-dependencies = [
-              "$PROJECT_NAME>=$MIN_VERSION,<$MAX_VERSION",
-          ]
           ``````
-          $endMarker
           "@
 
           # Get the owner and repo from the GitHub repository
@@ -123,30 +148,80 @@ jobs:
           $pr = Invoke-RestMethod -Uri $prUri -Method Get -Headers $headers
           $currentBody = $pr.body
 
-          # Check if markers already exist in the PR description
-          $markerPattern = "(?s)$([regex]::Escape($startMarker)).*?$([regex]::Escape($endMarker))"
-          if ($currentBody -match $markerPattern) {
-            # Replace everything between markers (including markers)
-            $newBody = $currentBody -replace $markerPattern, $dependencyMessage
+          # Define regex patterns for matching package sections
+          $devPackagesHeader = "## Development Packages"
+          $packageHeaderPattern = "### $PROJECT_NAME\s*\n"
+
+          # Find if the package section exists using multiline regex
+          $packageSectionRegex = "(?ms)### $PROJECT_NAME\s*\n``````toml.*?``````"
+
+          if ($currentBody -match $devPackagesHeader) {
+            # Development Packages section exists
+            if ($currentBody -match $packageSectionRegex) {
+              # Replace existing package section
+              Write-Output "Updating existing $PROJECT_NAME section"
+              $newBody = $currentBody -replace $packageSectionRegex, $dependencyMessage.Trim()
+            } else {
+              # Append new package section after the Development Packages header
+              Write-Output "Adding new $PROJECT_NAME section"
+              $insertPoint = $currentBody.IndexOf($devPackagesHeader) + $devPackagesHeader.Length
+              $newBody = $currentBody.Insert($insertPoint, "`n`n$dependencyMessage")
+            }
           } else {
-            # Append the dependency message to the end of the description
-            $newBody = if ($currentBody) { "$currentBody`n`n$dependencyMessage" } else { $dependencyMessage }
-          }
-
-          # Update the PR description
-          $updateBody = @{
-            body = $newBody
-          } | ConvertTo-Json
+            # Create the Development Packages section
+            Write-Output "Creating Development Packages section with $PROJECT_NAME"
+            $packageSection = @"
+          ## Development Packages
 
-          Invoke-RestMethod -Uri $prUri -Method Patch -Headers $headers -Body $updateBody -ContentType "application/json"
+          $dependencyMessage
+          "@
+            $newBody = if ($currentBody) { "$currentBody`n`n$packageSection" } else { $packageSection }
+          }
 
-          Write-Output "Updated PR description with development package information"
+          # Update the PR description with retry logic
+          $maxRetries = 3
+          $retryCount = 0
+          $success = $false
+
+          while (-not $success -and $retryCount -lt $maxRetries) {
+            try {
+              $updateBody = @{
+                body = $newBody
+              } | ConvertTo-Json
+
+              Invoke-RestMethod -Uri $prUri -Method Patch -Headers $headers -Body $updateBody -ContentType "application/json" | Out-Null
+              $success = $true
+              Write-Output "Successfully updated PR description with $PROJECT_NAME information"
+            } catch {
+              $retryCount++
+              if ($retryCount -lt $maxRetries) {
+                Write-Output "Failed to update PR description, retrying ($retryCount/$maxRetries)..."
+                Start-Sleep -Seconds 2
+                # Re-fetch PR body in case another job updated it
+                $pr = Invoke-RestMethod -Uri $prUri -Method Get -Headers $headers
+                $currentBody = $pr.body
+
+                # Recompute newBody with fresh data
+                if ($currentBody -match $packageSectionRegex) {
+                  $newBody = $currentBody -replace $packageSectionRegex, $dependencyMessage.Trim()
+                } elseif ($currentBody -match $devPackagesHeader) {
+                  $insertPoint = $currentBody.IndexOf($devPackagesHeader) + $devPackagesHeader.Length
+                  $newBody = $currentBody.Insert($insertPoint, "`n`n$dependencyMessage")
+                } else {
+                  $packageSection = "$devPackagesHeader`n`n$dependencyMessage"
+                  $newBody = if ($currentBody) { "$currentBody`n`n$packageSection" } else { $packageSection }
+                }
+              } else {
+                Write-Output "Failed to update PR description after $maxRetries attempts"
+                throw
+              }
+            }
+          }
 
       - name: Build package
-        run: uv build
+        run: uv build --no-sources --package ${{ matrix.package }}
 
       - name: Publish
         run: uv publish --index testpypi
         env:
-          UV_PUBLISH_TOKEN: ${{ secrets.TESTPYPI_TOKEN }}
-
+          UV_PUBLISH_TOKEN: ${{ matrix.package == 'uipath' && secrets.TESTPYPI_TOKEN || matrix.package == 'uipath-platform' && secrets.TESTPYPI_TOKEN_PLATFORM || secrets.TESTPYPI_TOKEN_CORE }}
diff --git a/.github/workflows/publish-docs.yml b/.github/workflows/publish-docs.yml
index 3daf38653..79eec3cc1 100644
--- a/.github/workflows/publish-docs.yml
+++ b/.github/workflows/publish-docs.yml
@@ -6,9 +6,9 @@ on:
     branches:
       - main
     paths:
-      - "docs/**"
-      - "mkdocs.yml"
-      - "pyproject.toml"
+      - "packages/uipath/docs/**"
+      - "packages/uipath/mkdocs.yml"
+      - "packages/uipath/pyproject.toml"
   repository_dispatch:
     types: [publish-docs]
 
@@ -31,9 +31,10 @@ jobs:
       - name: Setup Python
         uses: actions/setup-python@v5
         with:
-          python-version-file: ".python-version"
+          python-version-file: "packages/uipath/.python-version"
 
       - name: Install dependencies
+        working-directory: packages/uipath
         run: uv sync --all-extras
 
       - name: Clone plugins
@@ -43,15 +44,17 @@ jobs:
           git clone https://x-access-token:${{ secrets.REPO_ACCESS }}@github.com/UiPath/uipath-mcp-python plugins/uipath-mcp-python
 
       - name: Symlink plugin docs
+        working-directory: packages/uipath
         run: |
-          ln -s ../plugins/uipath-langchain-python/docs docs/langchain
-          ln -s ../plugins/uipath-integrations-python/packages/uipath-llamaindex/docs docs/llamaindex
-          ln -s ../plugins/uipath-integrations-python/packages/uipath-openai-agents/docs docs/openai-agents
-          ln -s ../plugins/uipath-mcp-python/docs docs/mcp
+          ln -s ../../../plugins/uipath-langchain-python/docs docs/langchain
+          ln -s ../../../plugins/uipath-integrations-python/packages/uipath-llamaindex/docs docs/llamaindex
+          ln -s ../../../plugins/uipath-integrations-python/packages/uipath-openai-agents/docs docs/openai-agents
+          ln -s ../../../plugins/uipath-mcp-python/docs docs/mcp
           ls -a docs/langchain
           ls -a docs/llamaindex
           ls -a docs/openai-agents
           ls -a docs/mcp
 
       - name: Publish Docs
+        working-directory: packages/uipath
         run: uv run mkdocs gh-deploy --force
diff --git a/.github/workflows/slack.yml b/.github/workflows/slack.yml
deleted file mode 100644
index 493d43a28..000000000
--- a/.github/workflows/slack.yml
+++ /dev/null
@@ -1,20 +0,0 @@
-name: GitHub Reviewer Slack Agent
-
-on:
-  pull_request:
-    types: [opened]
-
-jobs:
-  trigger-uipath-agent:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Install Python dependencies
-        run: pip install requests
-
-      - name: Trigger UiPath Agent
-        env:
-          PR_NUMBER: ${{ github.event.number }}
-          REPO_NAME: ${{ github.repository }}
-          OWNER_NAME: ${{ github.repository_owner }}
-        run: |
-          python -c "import requests; import json; import os; comment = {'messages': [{'role': 'user', 'content': f'You are reviewing PR #{os.environ['PR_NUMBER']}, repo: {os.environ['REPO_NAME']}, owner: {os.environ['OWNER_NAME']}'}]}; payload = json.dumps(comment); resp = requests.post('${{ secrets.UIPATH_SLACK_URL }}/orchestrator_/odata/Jobs/UiPath.Server.Configuration.OData.StartJobs', headers={'Authorization': 'Bearer ${{ secrets.UIPATH_SLACK_PAT }}', 'Content-Type': 'application/json', 'X-UiPath-FolderPath': 'MCP Folder'}, json={'startInfo': {'releaseName': 'github-slack-agent', 'inputArguments': payload}}); print(f'Status code: {resp.status_code}'); print(f'Response: {resp.text}')"
diff --git a/.github/workflows/test-packages.yml b/.github/workflows/test-packages.yml
new file mode 100644
index 000000000..58e37a42a
--- /dev/null
+++ b/.github/workflows/test-packages.yml
@@ -0,0 +1,199 @@
+name: Test Packages
+
+on:
+  workflow_call:
+
+permissions:
+  contents: read
+
+jobs:
+  detect-changed-packages:
+    runs-on: ubuntu-latest
+    outputs:
+      packages: ${{ steps.detect.outputs.packages }}
+      count: ${{ steps.detect.outputs.count }}
+
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.11"
+
+      - name: Detect changed packages
+        id: detect
+        env:
+          GITHUB_EVENT_NAME: ${{ github.event_name }}
+          BASE_SHA: ${{ github.event.pull_request.base.sha }}
+          HEAD_SHA: ${{ github.event.pull_request.head.sha }}
+        run: python .github/scripts/detect_changed_packages.py
+
+  test-uipath-core:
+    name: Test (uipath-core, ${{ matrix.python-version }}, ${{ matrix.os }})
+    needs: detect-changed-packages
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11", "3.12", "3.13"]
+        os: [ubuntu-latest, windows-latest]
+    steps:
+      - name: Check if package changed
+        id: check
+        shell: bash
+        run: |
+          if echo '${{ needs.detect-changed-packages.outputs.packages }}' | jq -e 'index("uipath-core")' > /dev/null; then
+            echo "skip=false" >> $GITHUB_OUTPUT
+          else
+            echo "skip=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Skip
+        if: steps.check.outputs.skip == 'true'
+        shell: bash
+        run: echo "Skipping - no changes to uipath-core"
+
+      - name: Checkout
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        if: steps.check.outputs.skip != 'true'
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-core
+        run: uv sync --all-extras --python ${{ matrix.python-version }}
+
+      - name: Run tests
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-core
+        run: uv run pytest
+
+  test-uipath-platform:
+    name: Test (uipath-platform, ${{ matrix.python-version }}, ${{ matrix.os }})
+    needs: detect-changed-packages
+    runs-on: ${{ matrix.os }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11", "3.12", "3.13"]
+        os: [ubuntu-latest, windows-latest]
+    steps:
+      - name: Check if package changed
+        id: check
+        shell: bash
+        run: |
+          if echo '${{ needs.detect-changed-packages.outputs.packages }}' | jq -e 'index("uipath-platform")' > /dev/null; then
+            echo "skip=false" >> $GITHUB_OUTPUT
+          else
+            echo "skip=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Skip
+        if: steps.check.outputs.skip == 'true'
+        shell: bash
+        run: echo "Skipping - no changes to uipath-platform"
+
+      - name: Checkout
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        if: steps.check.outputs.skip != 'true'
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-platform
+        run: uv sync --all-extras --python ${{ matrix.python-version }}
+
+      - name: Run tests
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath-platform
+        run: uv run pytest
+
+  test-uipath:
+    name: Test (uipath, ${{ matrix.python-version }}, ${{ matrix.os }})
+    needs: detect-changed-packages
+    runs-on: ${{ matrix.os }}
+    timeout-minutes: 10
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11", "3.12", "3.13"]
+        os: [ubuntu-latest, windows-latest]
+    steps:
+      - name: Check if package changed
+        id: check
+        shell: bash
+        run: |
+          if echo '${{ needs.detect-changed-packages.outputs.packages }}' | jq -e 'index("uipath")' > /dev/null; then
+            echo "skip=false" >> $GITHUB_OUTPUT
+          else
+            echo "skip=true" >> $GITHUB_OUTPUT
+          fi
+
+      - name: Skip
+        if: steps.check.outputs.skip == 'true'
+        shell: bash
+        run: echo "Skipping - no changes to uipath"
+
+      - name: Checkout
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        if: steps.check.outputs.skip != 'true'
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        if: steps.check.outputs.skip != 'true'
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Install dependencies
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv sync --all-extras --python ${{ matrix.python-version }}
+
+      - name: Run tests
+        if: steps.check.outputs.skip != 'true'
+        working-directory: packages/uipath
+        run: uv run pytest
+
+    continue-on-error: true
+
+  test-gate:
+    name: Test
+    needs: [test-uipath-core, test-uipath-platform, test-uipath]
+    runs-on: ubuntu-latest
+    if: always()
+    steps:
+      - name: Check test results
+        run: |
+          if [[ "${{ needs.test-uipath-core.result }}" == "failure" || \
+                "${{ needs.test-uipath-platform.result }}" == "failure" || \
+                "${{ needs.test-uipath.result }}" == "failure" ]]; then
+            echo "Tests failed"
+            exit 1
+          fi
+          echo "All tests passed"
diff --git a/.github/workflows/test-uipath-langchain.yml b/.github/workflows/test-uipath-langchain.yml
index e3040f695..f74135975 100644
--- a/.github/workflows/test-uipath-langchain.yml
+++ b/.github/workflows/test-uipath-langchain.yml
@@ -1,11 +1,47 @@
-name: Test UiPath Langchain
+name: uipath - Test Langchain
 
 on:
   pull_request:
     types: [ opened, synchronize, reopened, labeled ]
 
 jobs:
+  build-wheels:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    if: contains(github.event.pull_request.labels.*.name, 'test:uipath-langchain')
+    steps:
+      - name: Checkout uipath-python
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Build uipath-core package
+        working-directory: packages/uipath-core
+        run: uv build
+
+      - name: Build uipath-platform package
+        working-directory: packages/uipath-platform
+        run: uv build
+
+      - name: Build uipath package
+        working-directory: packages/uipath
+        run: uv build
+
+      - name: Upload wheels
+        uses: actions/upload-artifact@v4
+        with:
+          name: uipath-wheels
+          path: packages/*/dist/*.whl
+
   test-uipath-langchain:
+    needs: [build-wheels]
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
@@ -15,15 +51,7 @@ jobs:
     permissions:
       contents: read
 
-    # Only run if PR has the test:uipath-langchain label
-    if: contains(github.event.pull_request.labels.*.name, 'test:uipath-langchain')
-
     steps:
-      - name: Checkout uipath-python
-        uses: actions/checkout@v4
-        with:
-          path: 'uipath-python'
-
       - name: Setup uv
         uses: astral-sh/setup-uv@v5
 
@@ -32,9 +60,11 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Build uipath-python package
-        working-directory: uipath-python
-        run: uv build
+      - name: Download wheels
+        uses: actions/download-artifact@v4
+        with:
+          name: uipath-wheels
+          path: wheels
 
       - name: Checkout uipath-langchain-python
         uses: actions/checkout@v4
@@ -42,10 +72,13 @@ jobs:
           repository: 'UiPath/uipath-langchain-python'
           path: 'uipath-langchain-python'
 
-      - name: Update uipath-python version
+      - name: Update uipath packages
         shell: bash
         working-directory: uipath-langchain-python
-        run: uv add ../uipath-python/dist/*.whl --dev
+        run: |
+          uv add ../wheels/uipath-core/dist/*.whl --dev
+          uv add ../wheels/uipath-platform/dist/*.whl --dev
+          uv add ../wheels/uipath/dist/*.whl --dev
 
       - name: Run uipath-langchain tests
         working-directory: uipath-langchain-python
@@ -83,7 +116,7 @@ jobs:
 
   run-uipath-langchain-integration-tests:
     runs-on: ubuntu-latest
-    needs: [discover-testcases]
+    needs: [build-wheels, discover-testcases]
     container:
       image: ghcr.io/astral-sh/uv:python3.12-bookworm
       env:
@@ -101,14 +134,11 @@ jobs:
     name: "${{ matrix.testcase }} / ${{ matrix.environment }} / ${{ matrix.use_azure_chat && 'UiPathAzureChatOpenAI' || 'UiPathChat' }}"
 
     steps:
-      - name: Checkout uipath-python
-        uses: actions/checkout@v4
+      - name: Download wheels
+        uses: actions/download-artifact@v4
         with:
-          path: 'uipath-python'
-
-      - name: Build uipath-python package
-        working-directory: uipath-python
-        run: uv build
+          name: uipath-wheels
+          path: wheels
 
       - name: Checkout uipath-langchain-python
         uses: actions/checkout@v4
@@ -116,10 +146,13 @@ jobs:
           repository: 'UiPath/uipath-langchain-python'
           path: 'uipath-langchain-python'
 
-      - name: Update uipath-python version
+      - name: Update uipath packages
         shell: bash
         working-directory: uipath-langchain-python
-        run: uv add ../uipath-python/dist/*.whl
+        run: |
+          uv add ../wheels/uipath-core/dist/*.whl
+          uv add ../wheels/uipath-platform/dist/*.whl
+          uv add ../wheels/uipath/dist/*.whl
 
       - name: Install dependencies
         working-directory: uipath-langchain-python
@@ -142,4 +175,3 @@ jobs:
           # Execute the testcase run script directly
           bash run.sh
           bash ../common/validate_output.sh
-
diff --git a/.github/workflows/test-uipath-llamaindex.yml b/.github/workflows/test-uipath-llamaindex.yml
index e02b6fd53..fcf8d0fb4 100644
--- a/.github/workflows/test-uipath-llamaindex.yml
+++ b/.github/workflows/test-uipath-llamaindex.yml
@@ -1,11 +1,47 @@
-name: Test UiPath LlamaIndex
+name: uipath - Test LlamaIndex
 
 on:
   pull_request:
     types: [ opened, synchronize, reopened, labeled ]
 
 jobs:
+  build-wheels:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    if: contains(github.event.pull_request.labels.*.name, 'test:uipath-llamaindex')
+    steps:
+      - name: Checkout uipath-python
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Build uipath-core package
+        working-directory: packages/uipath-core
+        run: uv build
+
+      - name: Build uipath-platform package
+        working-directory: packages/uipath-platform
+        run: uv build
+
+      - name: Build uipath package
+        working-directory: packages/uipath
+        run: uv build
+
+      - name: Upload wheels
+        uses: actions/upload-artifact@v4
+        with:
+          name: uipath-wheels
+          path: packages/*/dist/*.whl
+
   test-uipath-llamaindex:
+    needs: [build-wheels]
     runs-on: ${{ matrix.os }}
     strategy:
       matrix:
@@ -15,15 +51,7 @@ jobs:
     permissions:
       contents: read
 
-    # Only run if PR has the test:uipath-llamaindex label
-    if: contains(github.event.pull_request.labels.*.name, 'test:uipath-llamaindex')
-
     steps:
-      - name: Checkout uipath-python
-        uses: actions/checkout@v4
-        with:
-          path: 'uipath-python'
-
       - name: Setup uv
         uses: astral-sh/setup-uv@v5
 
@@ -32,9 +60,11 @@ jobs:
         with:
           python-version: ${{ matrix.python-version }}
 
-      - name: Build uipath-python package
-        working-directory: uipath-python
-        run: uv build
+      - name: Download wheels
+        uses: actions/download-artifact@v4
+        with:
+          name: uipath-wheels
+          path: wheels
 
       - name: Checkout uipath-integrations-python
         uses: actions/checkout@v4
@@ -42,10 +72,13 @@ jobs:
           repository: 'UiPath/uipath-integrations-python'
           path: 'uipath-integrations-python'
 
-      - name: Update uipath-python version
+      - name: Update uipath packages
         shell: bash
         working-directory: uipath-integrations-python/packages/uipath-llamaindex
-        run: uv add ../../../uipath-python/dist/*.whl --dev
+        run: |
+          uv add ../../../wheels/uipath-core/dist/*.whl --dev
+          uv add ../../../wheels/uipath-platform/dist/*.whl --dev
+          uv add ../../../wheels/uipath/dist/*.whl --dev
 
       - name: Run uipath-llamaindex tests
         working-directory: uipath-integrations-python/packages/uipath-llamaindex
@@ -83,7 +116,7 @@ jobs:
 
   run-uipath-llamaindex-integration-tests:
     runs-on: ubuntu-latest
-    needs: [discover-testcases]
+    needs: [build-wheels, discover-testcases]
     container:
       image: ghcr.io/astral-sh/uv:python3.12-bookworm
       env:
@@ -100,14 +133,11 @@ jobs:
     name: "${{ matrix.testcase }} / ${{ matrix.environment }}"
 
     steps:
-      - name: Checkout uipath-python
-        uses: actions/checkout@v4
+      - name: Download wheels
+        uses: actions/download-artifact@v4
         with:
-          path: 'uipath-python'
-
-      - name: Build uipath-python package
-        working-directory: uipath-python
-        run: uv build
+          name: uipath-wheels
+          path: wheels
 
       - name: Checkout uipath-integrations-python
         uses: actions/checkout@v4
@@ -115,10 +145,13 @@ jobs:
           repository: 'UiPath/uipath-integrations-python'
           path: 'uipath-integrations-python'
 
-      - name: Update uipath-python version
+      - name: Update uipath packages
         shell: bash
         working-directory: uipath-integrations-python/packages/uipath-llamaindex
-        run: uv add ../../../uipath-python/dist/*.whl
+        run: |
+          uv add ../../../wheels/uipath-core/dist/*.whl
+          uv add ../../../wheels/uipath-platform/dist/*.whl
+          uv add ../../../wheels/uipath/dist/*.whl
 
       - name: Install dependencies
         working-directory: uipath-integrations-python/packages/uipath-llamaindex
diff --git a/.github/workflows/test-uipath-runtime.yml b/.github/workflows/test-uipath-runtime.yml
new file mode 100644
index 000000000..13ad019ef
--- /dev/null
+++ b/.github/workflows/test-uipath-runtime.yml
@@ -0,0 +1,76 @@
+name: uipath-core - Test Runtime
+
+on:
+  pull_request:
+    types: [ opened, synchronize, reopened, labeled ]
+
+jobs:
+  build-wheels:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+    if: contains(github.event.pull_request.labels.*.name, 'test:uipath-runtime')
+    steps:
+      - name: Checkout uipath-python
+        uses: actions/checkout@v4
+
+      - name: Setup uv
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Build uipath-core package
+        working-directory: packages/uipath-core
+        run: uv build
+
+      - name: Upload wheels
+        uses: actions/upload-artifact@v4
+        with:
+          name: uipath-core-wheel
+          path: packages/uipath-core/dist/*.whl
+
+  test-uipath-runtime:
+    needs: [build-wheels]
+    runs-on: ${{ matrix.os }}
+    strategy:
+      matrix:
+        python-version: [ "3.11", "3.12", "3.13" ]
+        os: [ ubuntu-latest, windows-latest ]
+
+    permissions:
+      contents: read
+
+    steps:
+      - name: Setup uv
+        uses: astral-sh/setup-uv@v5
+
+      - name: Setup Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: ${{ matrix.python-version }}
+
+      - name: Download wheels
+        uses: actions/download-artifact@v4
+        with:
+          name: uipath-core-wheel
+          path: wheels
+
+      - name: Checkout uipath-runtime-python
+        uses: actions/checkout@v4
+        with:
+          repository: 'UiPath/uipath-runtime-python'
+          path: 'uipath-runtime-python'
+
+      - name: Update uipath-core version
+        shell: bash
+        working-directory: uipath-runtime-python
+        run: uv add ../wheels/*.whl --dev
+
+      - name: Run uipath-runtime tests
+        working-directory: uipath-runtime-python
+        run: |
+          uv sync --all-extras
+          uv run pytest
diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
deleted file mode 100644
index e091b0f7f..000000000
--- a/.github/workflows/test.yml
+++ /dev/null
@@ -1,38 +0,0 @@
-name: Test
-
-on:
-  workflow_call
-
-jobs:
-  test:
-    name: Test
-    runs-on: ${{ matrix.os }}
-    timeout-minutes: 10
-    strategy:
-      matrix:
-        python-version: ["3.11", "3.12", "3.13"]
-        os: [ubuntu-latest, windows-latest]
-
-    permissions:
-      contents: read
-
-    steps:
-      - name: Checkout
-        uses: actions/checkout@v4
-
-      - name: Setup uv
-        uses: astral-sh/setup-uv@v5
-
-      - name: Setup Python
-        uses: actions/setup-python@v5
-        with:
-          python-version: ${{ matrix.python-version }}
-
-      - name: Install dependencies
-        run: uv sync --all-extras
-
-      - name: Run tests
-        run: uv run pytest
-
-    continue-on-error: true
-
diff --git a/.gitignore b/.gitignore
index faaa1a044..6b24bbd06 100644
--- a/.gitignore
+++ b/.gitignore
@@ -33,3 +33,13 @@ site
 
 .claude/*
 firebase-debug.log
+
+samples/**/AGENTS.md
+samples/**/CLAUDE.md
+samples/**/.claude/
+samples/**/.agent/
+samples/**/.vscode/
+samples/**/entry-points.json
+samples/**/uv.lock
+
+testcases/**/uv.lock
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7043ff86a..d584e5017 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
 - repo: https://github.com/astral-sh/ruff-pre-commit
-  rev: v0.9.6
+  rev: v0.15.0
   hooks:
     - id: ruff
       args: [ --fix ]
diff --git a/README.md b/README.md
index daf5cbb75..d90c937fc 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,7 @@ A Python SDK that enables programmatic interaction with UiPath Cloud Platform se
 
 Use the [UiPath LangChain SDK](https://github.com/UiPath/uipath-langchain-python) to pack and publish LangGraph Agents.
 
-Use the [UiPath LlamaIndex SDK](https://github.com/UiPath/uipath-integrations-python/tree/main/packages/uipath-llamaindex) to pack and publish LlamaIndex Agents.
+Check out other [UiPath Integrations](https://github.com/UiPath/uipath-integrations-python) to pack and publish agents built with LlamaIndex, OpenAI Agents, Google ADK, and more.
 
 This [quickstart guide](https://uipath.github.io/uipath-python/) walks you through deploying your first agent to UiPath Cloud Platform.
 
@@ -196,6 +196,11 @@ To properly use the CLI for packaging and publishing, your project should includ
 
 ## Development
 
-### Setting Up a Development Environment
+### Tools
+
+Check out [uipath-dev](https://github.com/uipath/uipath-dev-python) - an interactive application for building, testing, and debugging UiPath Python runtimes, agents, and automation scripts.
+
+### Contributions
+
+Please read our [contribution guidelines](https://github.com/UiPath/uipath-integrations-python/blob/main/CONTRIBUTING.md) before submitting a pull request.
 
-Please read [CONTRIBUTING.md](https://github.com/UiPath/uipath-python/blob/main/CONTRIBUTING.md) before submitting a pull request.
diff --git a/docs/assets/favicon.png b/docs/assets/favicon.png
deleted file mode 100644
index 99f7129b1..000000000
Binary files a/docs/assets/favicon.png and /dev/null differ
diff --git a/.python-version b/packages/uipath-core/.python-version
similarity index 100%
rename from .python-version
rename to packages/uipath-core/.python-version
diff --git a/packages/uipath-core/CONTRIBUTING.md b/packages/uipath-core/CONTRIBUTING.md
new file mode 100644
index 000000000..ea263320d
--- /dev/null
+++ b/packages/uipath-core/CONTRIBUTING.md
@@ -0,0 +1,68 @@
+# Contributing to UiPath Runtime SDK
+
+## Local Development Setup
+
+### Prerequisites
+
+1. **Install Python ≥ 3.11**:
+    - Download and install Python 3.11 from the official [Python website](https://www.python.org/downloads/)
+    - Verify the installation by running:
+        ```sh
+        python3.11 --version
+        ```
+
+    Alternative: [mise](https://mise.jdx.dev/lang/python.html)
+
+2. **Install [uv](https://docs.astral.sh/uv/)**:
+    Follow the official installation instructions for your operating system.
+
+3. **Create a virtual environment in the current working directory**:
+    ```sh
+    uv venv
+    ```
+
+4. **Activate the virtual environment**:
+    - Linux/Mac
+    ```sh
+    source .venv/bin/activate
+    ```
+    - Windows Powershell
+    ```sh
+    .venv\Scripts\Activate.ps1
+    ```
+    - Windows Bash
+    ```sh
+    source .venv/Scripts/activate
+    ```
+
+5. **Install dependencies**:
+    ```sh
+    uv sync --all-extras --no-cache
+    ```
+
+For additional commands related to linting, formatting, and building, run `just --list`.
+
+### Using the SDK Locally
+
+1. Create a project directory:
+    ```sh
+    mkdir project
+    cd project
+    ```
+
+2. Initialize the Python project:
+    ```sh
+    uv init . --python 3.11
+    ```
+
+3. Set the SDK path:
+    ```sh
+    PATH_TO_SDK=/Users/YOUR_USERNAME/uipath-core-python
+    ```
+
+4. Install the SDK in editable mode:
+    ```sh
+    uv add --editable ${PATH_TO_SDK}
+    ```
+
+> **Note:** Instead of cloning the project into `.venv/lib/python3.11/site-packages/uipath-core`, this mode creates a file named `_uipath-core.pth` inside `.venv/lib/python3.11/site-packages`. This file contains the value of `PATH_TO_SDK`, which is added to `sys.path`—the list of directories where Python searches for packages. To view the entries, run `python -c 'import sys; print(sys.path)'`.
diff --git a/packages/uipath-core/README.md b/packages/uipath-core/README.md
new file mode 100644
index 000000000..69d9d952e
--- /dev/null
+++ b/packages/uipath-core/README.md
@@ -0,0 +1,103 @@
+# UiPath Core
+
+[![PyPI - Version](https://img.shields.io/pypi/v/uipath-core)](https://pypi.org/project/uipath-core/)
+[![PyPI downloads](https://img.shields.io/pypi/dm/uipath-core.svg)](https://pypi.org/project/uipath-core/)
+[![Python versions](https://img.shields.io/pypi/pyversions/uipath-core.svg)](https://pypi.org/project/uipath-core/)
+
+Core abstractions and contracts for the UiPath Python SDK.
+
+## Installation
+
+```bash
+pip install uipath-core
+```
+
+## Modules
+
+### Errors
+
+Exception hierarchy for UiPath trigger errors with category-based classification.
+
+- **`ErrorCategory`**: Enum: `DEPLOYMENT`, `SYSTEM`, `UNKNOWN`, `USER`
+- **`UiPathFaultedTriggerError`**: Base trigger error with category and detail
+- **`UiPathPendingTriggerError`**: Pending trigger variant
+
+```python
+from uipath.core.errors import ErrorCategory, UiPathFaultedTriggerError
+```
+
+### Serialization
+
+JSON serialization utilities for complex Python types. Handles Pydantic models (v1 & v2), dataclasses, enums, datetime/timezone objects, sets, tuples, and named tuples.
+
+- **`serialize_json(obj)`**: Serialize any object to a JSON string
+- **`serialize_defaults(obj)`**: Custom `default` handler for `json.dumps()`
+
+```python
+from uipath.core.serialization import serialize_json
+```
+
+### Tracing
+
+OpenTelemetry integration with UiPath execution tracking. Provides function instrumentation, span lifecycle management, custom exporters, and batch/simple span processors with automatic `execution.id` propagation.
+
+- **`@traced`**: Decorator for sync/async function instrumentation. Supports custom span names, run types, input/output processors, and non-recording spans
+- **`UiPathTraceManager`**: Manages `TracerProvider`, span exporters, and processors. Provides `start_execution_span()` context manager and span retrieval by execution ID
+- **`UiPathSpanUtils`**: Span registry and parent context management
+- **`UiPathTraceSettings`**: Configuration model with optional span filtering
+
+```python
+from uipath.core.tracing import traced, UiPathTraceManager
+
+@traced(name="my_operation", run_type="tool")
+def do_work(input: str) -> str:
+    return process(input)
+```
+
+### Guardrails
+
+Deterministic rule-based validation for inputs and outputs. Rules are evaluated pre-execution (input-only) and post-execution (all rules), with flexible field selection using dot-notation paths and array access (`[*]`).
+
+**Rule types:**
+- **`WordRule`**: String pattern matching
+- **`NumberRule`**: Numeric constraint validation
+- **`BooleanRule`**: Boolean assertions
+- **`UniversalRule`**: Always-apply constraints
+
+**Field selection:**
+- **`AllFieldsSelector`**: Apply to all fields of a given source (input/output)
+- **`SpecificFieldsSelector`**: Target specific fields by path
+
+**Service:**
+- **`DeterministicGuardrailsService`**: Evaluates guardrail rules against inputs/outputs, returning `GuardrailValidationResult` with pass/fail status and reason
+
+```python
+from uipath.core.guardrails import DeterministicGuardrailsService, GuardrailValidationResultType
+```
+
+### Chat
+
+Pydantic models for the UiPath conversation event protocol. Defines the streaming event schema between clients and LLM/agent backends.
+
+**Hierarchy:**
+```
+Conversation → Exchange → Message → Content Parts (with Citations)
+                                  → Tool Calls (with Results)
+                                  → Interrupts (human-in-the-loop)
+```
+
+Supports session capabilities negotiation, async input streams (audio/video), tool call confirmation interrupts, URL and media citations, and inline/external value references.
+
+```python
+from uipath.core.chat import UiPathConversationEvent, UiPathSessionStartEvent
+```
+
+## Dependencies
+
+| Package | Version |
+|---|---|
+| `pydantic` | `>=2.12.5, <3` |
+| `opentelemetry-sdk` | `>=1.39.0, <2` |
+| `opentelemetry-instrumentation` | `>=0.60b0, <1` |
+
+
diff --git a/packages/uipath-core/pyproject.toml b/packages/uipath-core/pyproject.toml
new file mode 100644
index 000000000..f0f120ffa
--- /dev/null
+++ b/packages/uipath-core/pyproject.toml
@@ -0,0 +1,112 @@
+[project]
+name = "uipath-core"
+version = "0.5.6"
+description = "UiPath Core abstractions"
+readme = { file = "README.md", content-type = "text/markdown" }
+requires-python = ">=3.11"
+dependencies = [
+  "opentelemetry-sdk>=1.39.0, <2.0.0",
+  "opentelemetry-instrumentation>=0.60b0, <1.0.0",
+  "pydantic>=2.12.5, <3.0.0",
+]
+classifiers = [
+  "Intended Audience :: Developers",
+  "Topic :: Software Development :: Build Tools",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+
+]
+maintainers = [
+  { name = "Marius Cosareanu", email = "marius.cosareanu@uipath.com" },
+  { name = "Cristian Pufu", email = "cristian.pufu@uipath.com" },
+]
+
+[project.urls]
+Homepage = "https://uipath.com"
+Repository = "https://github.com/UiPath/uipath-python"
+Documentation = "https://uipath.github.io/uipath-python/"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[dependency-groups]
+dev = [
+  "bandit>=1.8.2",
+  "mypy>=1.14.1",
+  "ruff>=0.9.4",
+  "rust-just>=1.39.0",
+  "pytest>=7.4.0",
+  "pytest-asyncio>=1.0.0",
+  "pytest-httpx>=0.35.0",
+  "pytest-trio>=0.8.0",
+  "pytest-cov>=4.1.0",
+  "pytest-mock>=3.11.1",
+  "pre-commit>=4.1.0",
+]
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/uipath"]
+
+[tool.ruff]
+line-length = 88
+indent-width = 4
+exclude = ["samples/**", "testcases/**"]
+
+[tool.ruff.lint]
+select = ["E", "F", "B", "I", "D"]
+ignore = ["D417"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+ignore-decorators = []
+
+[tool.ruff.lint.per-file-ignores]
+"*" = ["E501"]
+"tests/**" = ["D"]
+"*_test.py" = ["D"]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
+
+[tool.mypy]
+plugins = ["pydantic.mypy"]
+mypy_path = "src"
+explicit_package_bases = true
+namespace_packages = true
+follow_imports = "silent"
+warn_redundant_casts = true
+warn_unused_ignores = true
+disallow_any_generics = true
+check_untyped_defs = true
+no_implicit_reexport = true
+
+disallow_untyped_defs = false
+
+[tool.pydantic-mypy]
+init_forbid_extra = true
+init_typed = true
+warn_required_dynamic_aliases = true
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = "test_*.py"
+addopts = "-ra -q --cov=src/uipath --cov-report=term-missing"
+asyncio_default_fixture_loop_scope = "function"
+asyncio_mode = "auto"
+
+[tool.coverage.report]
+show_missing = true
+
+[tool.coverage.run]
+source = ["src"]
+
+[[tool.uv.index]]
+name = "testpypi"
+url = "https://test.pypi.org/simple/"
+publish-url = "https://test.pypi.org/legacy/"
+explicit = true
diff --git a/packages/uipath-core/src/uipath/core/__init__.py b/packages/uipath-core/src/uipath/core/__init__.py
new file mode 100644
index 000000000..fd87f2efc
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/__init__.py
@@ -0,0 +1,11 @@
+"""UiPath Core Package."""
+
+from uipath.core.tracing.decorators import traced
+from uipath.core.tracing.span_utils import UiPathSpanUtils
+from uipath.core.tracing.trace_manager import UiPathTraceManager
+
+__all__ = [
+    "traced",
+    "UiPathSpanUtils",
+    "UiPathTraceManager",
+]
diff --git a/packages/uipath-core/src/uipath/core/chat/__init__.py b/packages/uipath-core/src/uipath/core/chat/__init__.py
new file mode 100644
index 000000000..476cb9352
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/__init__.py
@@ -0,0 +1,192 @@
+"""UiPath Conversation Models.
+
+This module provides Pydantic models that represent the JSON event schema for conversations between a client (UI) and an LLM/agent.
+
+The event objects define a hierarchical conversation structure:
+
+* Conversation
+    * Exchange
+        * Message
+            * Content Parts
+                * Citations
+            * Tool Calls
+                * Tool Results
+
+ A conversation may contain multiple exchanges, and an exchange may contain multiple messages. A message may contain
+ multiple content parts, each of which can be text or binary, including media input and output streams; and each
+ content part can include multiple citations. A message may also contain multiple tool calls, which may contain a tool
+ result.
+
+ The protocol also supports a top level, "async", input media streams (audio and video), which can span multiple
+ exchanges. These are used for Gemini's automatic turn detection mode, where the LLM determines when the user has
+ stopped talking and starts producing output. The output forms one or more messages in an exchange with no explicit
+ input message. However, the LLM may produce an input transcript which can be used to construct the implicit input
+ message that started the exchange.
+
+ In addition, the protocol also supports "async" tool calls that span multiple exchanges. This can be used with
+ Gemini's asynchronous function calling protocol, which allows function calls to produce results that interrupt the
+ conversation when ready, even after multiple exchanges. They also support generating multiple results from a single
+ tool call. By contrast most tool calls are scoped to a single message, which contains both the call and the single
+ result produced by that call.
+
+ Not all features supported by the protocol will be supported by all clients and LLMs. The optional top level
+ `capabilities` property can be used to communicate information about supported features. This property should be set
+ on the first event written to a new websocket connection. This initial event may or may not contain additional
+ sub-events.
+"""
+
+from .async_stream import (
+    UiPathConversationAsyncInputStreamEndEvent,
+    UiPathConversationAsyncInputStreamEvent,
+    UiPathConversationAsyncInputStreamStartEvent,
+    UiPathConversationInputStreamChunkEvent,
+)
+from .citation import (
+    UiPathConversationCitation,
+    UiPathConversationCitationData,
+    UiPathConversationCitationEndEvent,
+    UiPathConversationCitationEvent,
+    UiPathConversationCitationSource,
+    UiPathConversationCitationSourceBase,
+    UiPathConversationCitationSourceMedia,
+    UiPathConversationCitationSourceUrl,
+    UiPathConversationCitationStartEvent,
+)
+from .content import (
+    InlineOrExternal,
+    UiPathContentPartInterrupted,
+    UiPathConversationContentPart,
+    UiPathConversationContentPartChunkEvent,
+    UiPathConversationContentPartData,
+    UiPathConversationContentPartEndEvent,
+    UiPathConversationContentPartEvent,
+    UiPathConversationContentPartStartEvent,
+    UiPathExternalValue,
+    UiPathInlineValue,
+)
+from .error import (
+    UiPathConversationErrorEndEvent,
+    UiPathConversationErrorEvent,
+    UiPathConversationErrorStartEvent,
+)
+from .event import UiPathConversationEvent, UiPathConversationLabelUpdatedEvent
+from .exchange import (
+    UiPathConversationExchange,
+    UiPathConversationExchangeData,
+    UiPathConversationExchangeEndEvent,
+    UiPathConversationExchangeEvent,
+    UiPathConversationExchangeStartEvent,
+)
+from .interrupt import (
+    InterruptTypeEnum,
+    UiPathConversationGenericInterruptEndEvent,
+    UiPathConversationGenericInterruptStartEvent,
+    UiPathConversationInterrupt,
+    UiPathConversationInterruptData,
+    UiPathConversationInterruptEndEvent,
+    UiPathConversationInterruptEvent,
+    UiPathConversationInterruptStartEvent,
+    UiPathConversationToolCallConfirmationEndValue,
+    UiPathConversationToolCallConfirmationInterruptEndEvent,
+    UiPathConversationToolCallConfirmationInterruptStartEvent,
+    UiPathConversationToolCallConfirmationValue,
+)
+from .message import (
+    UiPathConversationMessage,
+    UiPathConversationMessageData,
+    UiPathConversationMessageEndEvent,
+    UiPathConversationMessageEvent,
+    UiPathConversationMessageStartEvent,
+)
+from .meta import UiPathConversationMetaEvent
+from .session import (
+    UiPathSessionCapabilities,
+    UiPathSessionEndEvent,
+    UiPathSessionEndingEvent,
+    UiPathSessionStartedEvent,
+    UiPathSessionStartEvent,
+)
+from .tool import (
+    UiPathConversationToolCall,
+    UiPathConversationToolCallData,
+    UiPathConversationToolCallEndEvent,
+    UiPathConversationToolCallEvent,
+    UiPathConversationToolCallResult,
+    UiPathConversationToolCallStartEvent,
+)
+
+__all__ = [
+    # Root
+    "UiPathConversationEvent",
+    "UiPathConversationLabelUpdatedEvent",
+    # Error
+    "UiPathConversationErrorStartEvent",
+    "UiPathConversationErrorEndEvent",
+    "UiPathConversationErrorEvent",
+    # Session
+    "UiPathSessionCapabilities",
+    "UiPathSessionStartEvent",
+    "UiPathSessionStartedEvent",
+    "UiPathSessionEndingEvent",
+    "UiPathSessionEndEvent",
+    # Exchange
+    "UiPathConversationExchangeStartEvent",
+    "UiPathConversationExchangeEndEvent",
+    "UiPathConversationExchangeEvent",
+    "UiPathConversationExchangeData",
+    "UiPathConversationExchange",
+    # Message
+    "UiPathConversationMessageStartEvent",
+    "UiPathConversationMessageEndEvent",
+    "UiPathConversationMessageEvent",
+    "UiPathConversationMessageData",
+    "UiPathConversationMessage",
+    # Interrupt
+    "InterruptTypeEnum",
+    "UiPathConversationInterruptStartEvent",
+    "UiPathConversationInterruptEndEvent",
+    "UiPathConversationInterruptEvent",
+    "UiPathConversationToolCallConfirmationValue",
+    "UiPathConversationToolCallConfirmationEndValue",
+    "UiPathConversationToolCallConfirmationInterruptStartEvent",
+    "UiPathConversationToolCallConfirmationInterruptEndEvent",
+    "UiPathConversationGenericInterruptStartEvent",
+    "UiPathConversationGenericInterruptEndEvent",
+    "UiPathConversationInterruptData",
+    "UiPathConversationInterrupt",
+    # Content
+    "UiPathConversationContentPartChunkEvent",
+    "UiPathConversationContentPartStartEvent",
+    "UiPathContentPartInterrupted",
+    "UiPathConversationContentPartEndEvent",
+    "UiPathConversationContentPartEvent",
+    "UiPathConversationContentPartData",
+    "UiPathConversationContentPart",
+    "UiPathInlineValue",
+    "UiPathExternalValue",
+    "InlineOrExternal",
+    # Citation
+    "UiPathConversationCitationStartEvent",
+    "UiPathConversationCitationEndEvent",
+    "UiPathConversationCitationEvent",
+    "UiPathConversationCitationSourceBase",
+    "UiPathConversationCitationSourceUrl",
+    "UiPathConversationCitationSourceMedia",
+    "UiPathConversationCitationSource",
+    "UiPathConversationCitationData",
+    "UiPathConversationCitation",
+    # Tool
+    "UiPathConversationToolCallStartEvent",
+    "UiPathConversationToolCallEndEvent",
+    "UiPathConversationToolCallEvent",
+    "UiPathConversationToolCallResult",
+    "UiPathConversationToolCallData",
+    "UiPathConversationToolCall",
+    # Async Stream
+    "UiPathConversationInputStreamChunkEvent",
+    "UiPathConversationAsyncInputStreamStartEvent",
+    "UiPathConversationAsyncInputStreamEndEvent",
+    "UiPathConversationAsyncInputStreamEvent",
+    # Meta
+    "UiPathConversationMetaEvent",
+]
diff --git a/packages/uipath-core/src/uipath/core/chat/async_stream.py b/packages/uipath-core/src/uipath/core/chat/async_stream.py
new file mode 100644
index 000000000..64bea1e01
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/async_stream.py
@@ -0,0 +1,60 @@
+"""Async input stream events."""
+
+from typing import Any
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .error import UiPathConversationErrorEvent
+
+
+class UiPathConversationInputStreamChunkEvent(BaseModel):
+    """Represents a single chunk of input stream data."""
+
+    data: str
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationAsyncInputStreamStartEvent(BaseModel):
+    """Signals the start of an asynchronous input stream."""
+
+    mime_type: str = Field(..., alias="mimeType")
+    start_of_speech_sensitivity: str | None = Field(
+        None, alias="startOfSpeechSensitivity"
+    )
+    end_of_speech_sensitivity: str | None = Field(None, alias="endOfSpeechSensitivity")
+    prefix_padding_ms: int | None = Field(None, alias="prefixPaddingMs")
+    silence_duration_ms: int | None = Field(None, alias="silenceDurationMs")
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationAsyncInputStreamEndEvent(BaseModel):
+    """Signals the end of an asynchronous input stream."""
+
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+    last_chunk_content_part_sequence: int | None = Field(
+        None, alias="lastChunkContentPartSequence"
+    )
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationAsyncInputStreamEvent(BaseModel):
+    """Encapsulates sub-events related to an asynchronous input stream."""
+
+    stream_id: str = Field(..., alias="streamId")
+    start: UiPathConversationAsyncInputStreamStartEvent | None = Field(
+        None, alias="startAsyncInputStream"
+    )
+    end: UiPathConversationAsyncInputStreamEndEvent | None = Field(
+        None, alias="endAsyncInputStream"
+    )
+    chunk: UiPathConversationInputStreamChunkEvent | None = None
+    meta_event: dict[str, Any] | None = Field(None, alias="metaEvent")
+    error: UiPathConversationErrorEvent | None = Field(
+        None, alias="asyncInputStreamError"
+    )
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/citation.py b/packages/uipath-core/src/uipath/core/chat/citation.py
new file mode 100644
index 000000000..326c79c28
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/citation.py
@@ -0,0 +1,86 @@
+"""Citation events for message content."""
+
+from __future__ import annotations
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .error import UiPathConversationErrorEvent
+
+
+class UiPathConversationCitationStartEvent(BaseModel):
+    """Indicates the start of a citation target in a content part."""
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationCitationEndEvent(BaseModel):
+    """Indicates the end of a citation target in a content part."""
+
+    sources: list[UiPathConversationCitationSource]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationCitationEvent(BaseModel):
+    """Encapsulates sub-events related to citations."""
+
+    citation_id: str = Field(..., alias="citationId")
+    start: UiPathConversationCitationStartEvent | None = Field(
+        None, alias="startCitation"
+    )
+    end: UiPathConversationCitationEndEvent | None = Field(None, alias="endCitation")
+    error: UiPathConversationErrorEvent | None = Field(None, alias="citationError")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationCitationSourceBase(BaseModel):
+    """Represents a citation source with common base fields."""
+
+    title: str
+    number: int
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationCitationSourceUrl(UiPathConversationCitationSourceBase):
+    """Represents a citation source that can be rendered as a link (URL)."""
+
+    url: str
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationCitationSourceMedia(UiPathConversationCitationSourceBase):
+    """Represents a citation source that references media, such as a PDF document."""
+
+    mime_type: str | None = Field(..., alias="mimeType")
+    download_url: str | None = Field(None, alias="downloadUrl")
+    page_number: str | None = Field(None, alias="pageNumber")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+UiPathConversationCitationSource = (
+    UiPathConversationCitationSourceUrl | UiPathConversationCitationSourceMedia
+)
+
+
+class UiPathConversationCitationData(BaseModel):
+    """Represents the core data of a citation or reference inside a content part."""
+
+    offset: int
+    length: int
+    sources: list[UiPathConversationCitationSource]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationCitation(UiPathConversationCitationData):
+    """Represents a citation or reference inside a content part."""
+
+    citation_id: str = Field(..., alias="citationId")
+    created_at: str = Field(..., alias="createdAt")
+    updated_at: str = Field(..., alias="updatedAt")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/content.py b/packages/uipath-core/src/uipath/core/chat/content.py
new file mode 100644
index 000000000..cc6300490
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/content.py
@@ -0,0 +1,116 @@
+"""Message content part events."""
+
+from __future__ import annotations
+
+from typing import Any, Sequence
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .citation import (
+    UiPathConversationCitation,
+    UiPathConversationCitationData,
+    UiPathConversationCitationEvent,
+)
+from .error import UiPathConversationErrorEvent
+
+
+class UiPathConversationContentPartChunkEvent(BaseModel):
+    """Contains a chunk of a message content part."""
+
+    data: str | None = None
+    citation: UiPathConversationCitationEvent | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationContentPartStartEvent(BaseModel):
+    """Signals the start of a message content part."""
+
+    mime_type: str = Field(..., alias="mimeType")
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+    external_value: UiPathExternalValue | None = Field(None, alias="externalValue")
+    name: str | None = None
+    timestamp: str | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathContentPartInterrupted(BaseModel):
+    """Indicates the interrupt of a content stream."""
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationContentPartEndEvent(BaseModel):
+    """Signals the end of a message content part."""
+
+    last_chunk_content_part_sequence: int | None = Field(
+        None, alias="lastChunkContentPartSequence"
+    )
+    interrupted: UiPathContentPartInterrupted | None = None
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationContentPartEvent(BaseModel):
+    """Encapsulates events related to message content parts."""
+
+    content_part_id: str = Field(..., alias="contentPartId")
+    start: UiPathConversationContentPartStartEvent | None = Field(
+        None, alias="startContentPart"
+    )
+    end: UiPathConversationContentPartEndEvent | None = Field(
+        None, alias="endContentPart"
+    )
+    chunk: UiPathConversationContentPartChunkEvent | None = None
+    meta_event: dict[str, Any] | None = Field(None, alias="metaEvent")
+    error: UiPathConversationErrorEvent | None = Field(None, alias="contentPartError")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathInlineValue(BaseModel):
+    """Used when a value is small enough to be returned inline."""
+
+    inline: Any
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathExternalValue(BaseModel):
+    """Used when a value is too large to be returned inline."""
+
+    uri: str
+    byte_count: int | None = Field(None, alias="byteCount")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+InlineOrExternal = UiPathInlineValue | UiPathExternalValue
+
+
+class UiPathConversationContentPartData(BaseModel):
+    """Represents the core data of a single part of message content."""
+
+    mime_type: str = Field(..., alias="mimeType")
+    data: InlineOrExternal
+    citations: Sequence[UiPathConversationCitationData]
+    is_transcript: bool | None = Field(None, alias="isTranscript")
+    is_incomplete: bool | None = Field(None, alias="isIncomplete")
+    name: str | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationContentPart(UiPathConversationContentPartData):
+    """Represents a single part of message content."""
+
+    content_part_id: str = Field(..., alias="contentPartId")
+    created_at: str = Field(..., alias="createdAt")
+    updated_at: str = Field(..., alias="updatedAt")
+
+    # Override to use full type
+    citations: Sequence[UiPathConversationCitation]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/error.py b/packages/uipath-core/src/uipath/core/chat/error.py
new file mode 100644
index 000000000..7fd691fe0
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/error.py
@@ -0,0 +1,34 @@
+"""Common error event models used across all conversation event types."""
+
+from typing import Any
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class UiPathConversationErrorStartEvent(BaseModel):
+    """Represents the start of an error condition."""
+
+    message: str
+    details: Any | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationErrorEndEvent(BaseModel):
+    """Represents the end of an error condition."""
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationErrorEvent(BaseModel):
+    """Encapsulates sub-events that represent the start and end of an error condition.
+
+    This is a common error event model used across all event types (conversation, exchange,
+    message, content part, citation, tool call, async input stream).
+    """
+
+    error_id: str = Field(..., alias="errorId")
+    start: UiPathConversationErrorStartEvent | None = Field(None, alias="startError")
+    end: UiPathConversationErrorEndEvent | None = Field(None, alias="endError")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/event.py b/packages/uipath-core/src/uipath/core/chat/event.py
new file mode 100644
index 000000000..492d45f19
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/event.py
@@ -0,0 +1,93 @@
+"""The top-level event type representing an event in a conversation.
+
+This is the root container for all other event subtypes (conversation start,
+exchanges, messages, content, citations, tool calls, and async streams).
+"""
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .async_stream import UiPathConversationAsyncInputStreamEvent
+from .error import UiPathConversationErrorEvent
+from .exchange import UiPathConversationExchangeEvent
+from .meta import UiPathConversationMetaEvent
+from .session import (
+    UiPathSessionEndEvent,
+    UiPathSessionEndingEvent,
+    UiPathSessionStartedEvent,
+    UiPathSessionStartEvent,
+)
+from .tool import UiPathConversationToolCallEvent
+
+
+class UiPathConversationLabelUpdatedEvent(BaseModel):
+    """Indicates the update of the conversation label."""
+
+    label: str
+    autogenerated: bool
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationEvent(BaseModel):
+    """The top-level event type representing an event in a conversation.
+
+    This is the root container for all other event subtypes (conversation start,
+    exchanges, messages, content, citations, tool calls, and async streams).
+    """
+
+    conversation_id: str = Field(
+        ...,
+        alias="conversationId",
+        description="A globally unique identifier for conversation to which the other sub-event and data properties apply.",
+    )
+    start: UiPathSessionStartEvent | None = Field(
+        None,
+        alias="startSession",
+        description="Signals the start of session for a conversation.",
+    )
+    started: UiPathSessionStartedEvent | None = Field(
+        None,
+        alias="sessionStarted",
+        description="Sent in response to a SessionStartEvent to signal the acceptance of the session.",
+    )
+    ending: UiPathSessionEndingEvent | None = Field(
+        None,
+        alias="sessionEnding",
+        description="Sent by the service when the client needs to end the current session.",
+    )
+    end: UiPathSessionEndEvent | None = Field(
+        None,
+        alias="endSession",
+        description="Signals the end of a session for a conversation.",
+    )
+    exchange: UiPathConversationExchangeEvent | None = Field(
+        None,
+        description="Encapsulates sub-events related to an exchange within a conversation.",
+    )
+    async_input_stream: UiPathConversationAsyncInputStreamEvent | None = Field(
+        None,
+        alias="asyncInputStream",
+        description="Encapsulates sub-events related to an asynchronous input stream.",
+    )
+    async_tool_call: UiPathConversationToolCallEvent | None = Field(
+        None,
+        alias="asyncToolCall",
+        description="Optional async tool call sub-event. This feature is not supported by all LLMs. Most tool calls are scoped to a message, and use the toolCall and toolResult properties defined by the ConversationMessage type.",
+    )
+    label_updated: "UiPathConversationLabelUpdatedEvent | None" = Field(
+        None,
+        alias="labelUpdated",
+        description="Indicates that the conversation's label has been updated. Useful for UIs to update the display name of live conversations.",
+    )
+    meta_event: UiPathConversationMetaEvent | None = Field(
+        None,
+        alias="metaEvent",
+        description="Allows additional events to be sent in the context of the enclosing event stream.",
+    )
+    error: UiPathConversationErrorEvent | None = Field(
+        None,
+        alias="conversationError",
+        description="Sent by the service to indicate the start and end of an error condition impacting a conversation. The client should not send any events for this conversation while the error condition is present.",
+    )
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/exchange.py b/packages/uipath-core/src/uipath/core/chat/exchange.py
new file mode 100644
index 000000000..788bbe560
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/exchange.py
@@ -0,0 +1,83 @@
+"""Exchange-level events.
+
+Characteristics of an Exchange:
+It groups together messages that belong to the same turn of conversation.
+
+Example:
+    User says something → one message inside the exchange.
+    LLM responds → one or more messages in the same exchange.
+
+Each exchange has:
+    A start event (signals the beginning of the turn).
+    An end event (signals the end of the turn).
+    Messages that happened in between.
+
+An exchange can include multiple messages (e.g. LLM streaming several outputs, or user message + assistant + tool outputs).
+Exchanges are ordered within a conversation via conversation_sequence.
+"""
+
+from typing import Any, Sequence
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .error import UiPathConversationErrorEvent
+from .message import (
+    UiPathConversationMessage,
+    UiPathConversationMessageData,
+    UiPathConversationMessageEvent,
+)
+
+
+class UiPathConversationExchangeStartEvent(BaseModel):
+    """Signals the start of an exchange of messages within a conversation."""
+
+    conversation_sequence: int | None = Field(None, alias="conversationSequence")
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+    timestamp: str | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationExchangeEndEvent(BaseModel):
+    """Signals the end of an exchange of messages within a conversation."""
+
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationExchangeEvent(BaseModel):
+    """Encapsulates a single exchange in the conversation."""
+
+    exchange_id: str = Field(..., alias="exchangeId")
+    start: UiPathConversationExchangeStartEvent | None = Field(
+        None, alias="startExchange"
+    )
+    end: UiPathConversationExchangeEndEvent | None = Field(None, alias="endExchange")
+    message: UiPathConversationMessageEvent | None = None
+    meta_event: dict[str, Any] | None = Field(None, alias="metaEvent")
+    error: UiPathConversationErrorEvent | None = Field(None, alias="exchangeError")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationExchangeData(BaseModel):
+    """Represents the core data of a group of related messages (one turn of conversation)."""
+
+    messages: Sequence[UiPathConversationMessageData]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationExchange(UiPathConversationExchangeData):
+    """Represents a group of related messages (one turn of conversation)."""
+
+    exchange_id: str = Field(..., alias="exchangeId")
+    created_at: str = Field(..., alias="createdAt")
+    updated_at: str = Field(..., alias="updatedAt")
+    span_id: str | None = Field(None, alias="spanId")
+
+    # Override to use full type
+    messages: Sequence[UiPathConversationMessage]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/interrupt.py b/packages/uipath-core/src/uipath/core/chat/interrupt.py
new file mode 100644
index 000000000..a2ce3e13f
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/interrupt.py
@@ -0,0 +1,112 @@
+"""Interrupt events for human-in-the-loop patterns."""
+
+from enum import Enum
+from typing import Any, Literal, Union
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class InterruptTypeEnum(str, Enum):
+    """Enum of known interrupt types."""
+
+    TOOL_CALL_CONFIRMATION = "uipath_cas_tool_call_confirmation"
+
+
+class UiPathConversationToolCallConfirmationValue(BaseModel):
+    """Schema for tool call confirmation interrupt value."""
+
+    tool_call_id: str = Field(..., alias="toolCallId")
+    tool_name: str = Field(..., alias="toolName")
+    input_schema: Any = Field(..., alias="inputSchema")
+    input_value: Any | None = Field(None, alias="inputValue")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCallConfirmationInterruptStartEvent(BaseModel):
+    """Tool call confirmation interrupt start event with strong typing."""
+
+    type: Literal["uipath_cas_tool_call_confirmation"]
+    value: UiPathConversationToolCallConfirmationValue
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationGenericInterruptStartEvent(BaseModel):
+    """Generic interrupt start event for custom interrupt types."""
+
+    type: str
+    value: Any
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+UiPathConversationInterruptStartEvent = Union[
+    UiPathConversationToolCallConfirmationInterruptStartEvent,
+    UiPathConversationGenericInterruptStartEvent,
+]
+
+
+class UiPathConversationToolCallConfirmationEndValue(BaseModel):
+    """Schema for tool call confirmation end value."""
+
+    approved: bool
+    input: Any | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCallConfirmationInterruptEndEvent(BaseModel):
+    """Tool call confirmation interrupt end event with strong typing."""
+
+    type: Literal["uipath_cas_tool_call_confirmation"]
+    value: UiPathConversationToolCallConfirmationEndValue
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationGenericInterruptEndEvent(BaseModel):
+    """Generic interrupt end event for custom interrupt types."""
+
+    type: str
+    value: Any
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+UiPathConversationInterruptEndEvent = Union[
+    UiPathConversationToolCallConfirmationInterruptEndEvent,
+    UiPathConversationGenericInterruptEndEvent,
+]
+
+
+class UiPathConversationInterruptEvent(BaseModel):
+    """Encapsulates interrupt-related events within a message."""
+
+    interrupt_id: str = Field(..., alias="interruptId")
+    start: UiPathConversationInterruptStartEvent | None = Field(
+        None, alias="startInterrupt"
+    )
+    end: UiPathConversationInterruptEndEvent | None = Field(None, alias="endInterrupt")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationInterruptData(BaseModel):
+    """Represents the core data of an interrupt within a message - a pause point where the agent needs external input."""
+
+    type: str
+    interrupt_value: Any = Field(..., alias="interruptValue")
+    end_value: Any | None = Field(None, alias="endValue")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationInterrupt(UiPathConversationInterruptData):
+    """Represents an interrupt within a message - a pause point where the agent needs external input."""
+
+    interrupt_id: str = Field(..., alias="interruptId")
+    created_at: str = Field(..., alias="createdAt")
+    updated_at: str = Field(..., alias="updatedAt")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/message.py b/packages/uipath-core/src/uipath/core/chat/message.py
new file mode 100644
index 000000000..48e79171f
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/message.py
@@ -0,0 +1,91 @@
+"""Message-level events."""
+
+from typing import Any, Sequence
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .content import (
+    UiPathConversationContentPart,
+    UiPathConversationContentPartData,
+    UiPathConversationContentPartEvent,
+)
+from .error import UiPathConversationErrorEvent
+from .interrupt import (
+    UiPathConversationInterrupt,
+    UiPathConversationInterruptData,
+    UiPathConversationInterruptEvent,
+)
+from .tool import (
+    UiPathConversationToolCall,
+    UiPathConversationToolCallData,
+    UiPathConversationToolCallEvent,
+)
+
+
+class UiPathConversationMessageStartEvent(BaseModel):
+    """Signals the start of a message within an exchange."""
+
+    exchange_sequence: int | None = Field(None, alias="exchangeSequence")
+    timestamp: str | None = None
+    role: str
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationMessageEndEvent(BaseModel):
+    """Signals the end of a message."""
+
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationMessageEvent(BaseModel):
+    """Encapsulates sub-events related to a message."""
+
+    message_id: str = Field(..., alias="messageId")
+    start: UiPathConversationMessageStartEvent | None = Field(
+        None, alias="startMessage"
+    )
+    end: UiPathConversationMessageEndEvent | None = Field(None, alias="endMessage")
+    content_part: UiPathConversationContentPartEvent | None = Field(
+        None, alias="contentPart"
+    )
+    tool_call: UiPathConversationToolCallEvent | None = Field(None, alias="toolCall")
+    interrupt: UiPathConversationInterruptEvent | None = None
+    meta_event: dict[str, Any] | None = Field(None, alias="metaEvent")
+    error: UiPathConversationErrorEvent | None = Field(None, alias="messageError")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationMessageData(BaseModel):
+    """Represents the core data of a single message within an exchange."""
+
+    role: str
+    content_parts: Sequence[UiPathConversationContentPartData] = Field(
+        ..., alias="contentParts"
+    )
+    tool_calls: Sequence[UiPathConversationToolCallData] = Field(..., alias="toolCalls")
+    interrupts: Sequence[UiPathConversationInterruptData]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationMessage(UiPathConversationMessageData):
+    """Represents a single message within an exchange."""
+
+    message_id: str = Field(..., alias="messageId")
+    created_at: str = Field(..., alias="createdAt")
+    updated_at: str = Field(..., alias="updatedAt")
+    span_id: str | None = Field(None, alias="spanId")
+
+    # Overrides to use full types
+    content_parts: Sequence[UiPathConversationContentPart] = Field(
+        ..., alias="contentParts"
+    )
+    tool_calls: Sequence[UiPathConversationToolCall] = Field(..., alias="toolCalls")
+    interrupts: Sequence[UiPathConversationInterrupt]
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/meta.py b/packages/uipath-core/src/uipath/core/chat/meta.py
new file mode 100644
index 000000000..574737ef4
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/meta.py
@@ -0,0 +1,11 @@
+"""Meta events allow additional extensible data."""
+
+from pydantic import BaseModel, ConfigDict
+
+
+class UiPathConversationMetaEvent(BaseModel):
+    """Arbitrary metadata events in the conversation schema."""
+
+    model_config = ConfigDict(
+        validate_by_name=True, validate_by_alias=True, extra="allow"
+    )
diff --git a/packages/uipath-core/src/uipath/core/chat/session.py b/packages/uipath-core/src/uipath/core/chat/session.py
new file mode 100644
index 000000000..d0156b196
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/session.py
@@ -0,0 +1,57 @@
+"""Conversation-level events and capabilities."""
+
+from typing import Any
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class UiPathSessionCapabilities(BaseModel):
+    """Describes the capabilities of a conversation participant."""
+
+    async_input_stream_emitter: bool | None = Field(
+        None, alias="asyncInputStreamEmitter"
+    )
+    async_input_stream_handler: bool | None = Field(
+        None, alias="asyncInputStreamHandler"
+    )
+    async_tool_call_emitter: bool | None = Field(None, alias="asyncToolCallEmitter")
+    async_tool_call_handler: bool | None = Field(None, alias="asyncToolCallHandler")
+    mime_types_emitted: list[str] | None = Field(None, alias="mimeTypesEmitted")
+    mime_types_handled: list[str] | None = Field(None, alias="mimeTypesHandled")
+
+    model_config = ConfigDict(
+        validate_by_name=True, validate_by_alias=True, extra="allow"
+    )
+
+
+class UiPathSessionStartEvent(BaseModel):
+    """Signals the start of session for a conversation."""
+
+    capabilities: UiPathSessionCapabilities | None = None
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathSessionStartedEvent(BaseModel):
+    """Sent in response to a SessionStartEvent to signal the acceptance of the session."""
+
+    capabilities: UiPathSessionCapabilities | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathSessionEndingEvent(BaseModel):
+    """Sent by the service when the client needs to end the current session."""
+
+    time_to_live_ms: int = Field(..., alias="timeToLiveMS")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathSessionEndEvent(BaseModel):
+    """Signals the end of a session for a conversation."""
+
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/chat/tool.py b/packages/uipath-core/src/uipath/core/chat/tool.py
new file mode 100644
index 000000000..9c9e911bd
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/chat/tool.py
@@ -0,0 +1,76 @@
+"""Tool call events."""
+
+from typing import Any
+
+from pydantic import BaseModel, ConfigDict, Field
+
+from .error import UiPathConversationErrorEvent
+
+
+class UiPathConversationToolCallResult(BaseModel):
+    """Represents the result of a tool call execution."""
+
+    timestamp: str | None = None
+    output: Any | None = None
+    is_error: bool | None = Field(None, alias="isError")
+    cancelled: bool | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCallStartEvent(BaseModel):
+    """Signals the start of a tool call."""
+
+    tool_name: str = Field(..., alias="toolName")
+    timestamp: str | None = None
+    input: dict[str, Any] | None = None
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCallEndEvent(BaseModel):
+    """Signals the end of a tool call."""
+
+    timestamp: str | None = None
+    output: Any = None
+    is_error: bool | None = Field(None, alias="isError")
+    cancelled: bool | None = None
+    metadata: dict[str, Any] | None = Field(None, alias="metaData")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCallEvent(BaseModel):
+    """Encapsulates the data related to a tool call event."""
+
+    tool_call_id: str = Field(..., alias="toolCallId")
+    start: UiPathConversationToolCallStartEvent | None = Field(
+        None, alias="startToolCall"
+    )
+    end: UiPathConversationToolCallEndEvent | None = Field(None, alias="endToolCall")
+    meta_event: dict[str, Any] | None = Field(None, alias="metaEvent")
+    error: UiPathConversationErrorEvent | None = Field(None, alias="toolCallError")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCallData(BaseModel):
+    """Represents the core data of a call to an external tool or function within a message."""
+
+    name: str
+    input: dict[str, Any] | None = None
+    result: UiPathConversationToolCallResult | None = None
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
+
+
+class UiPathConversationToolCall(UiPathConversationToolCallData):
+    """Represents a call to an external tool or function within a message."""
+
+    tool_call_id: str = Field(..., alias="toolCallId")
+    timestamp: str | None = None
+    created_at: str = Field(..., alias="createdAt")
+    updated_at: str = Field(..., alias="updatedAt")
+
+    model_config = ConfigDict(validate_by_name=True, validate_by_alias=True)
diff --git a/packages/uipath-core/src/uipath/core/errors/__init__.py b/packages/uipath-core/src/uipath/core/errors/__init__.py
new file mode 100644
index 000000000..25f83f949
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/errors/__init__.py
@@ -0,0 +1,12 @@
+"""UiPath core exceptions module.
+
+This module exposes common UiPath exceptions.
+"""
+
+from .errors import (
+    ErrorCategory,
+    UiPathFaultedTriggerError,
+    UiPathPendingTriggerError,
+)
+
+__all__ = ["UiPathFaultedTriggerError", "UiPathPendingTriggerError", "ErrorCategory"]
diff --git a/packages/uipath-core/src/uipath/core/errors/errors.py b/packages/uipath-core/src/uipath/core/errors/errors.py
new file mode 100644
index 000000000..8df841c2d
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/errors/errors.py
@@ -0,0 +1,33 @@
+"""UiPath common exceptions."""
+
+from enum import Enum
+
+
+class ErrorCategory(str, Enum):
+    """Categories of UiPath errors."""
+
+    DEPLOYMENT = "Deployment"
+    SYSTEM = "System"
+    UNKNOWN = "Unknown"
+    USER = "User"
+
+
+class UiPathFaultedTriggerError(Exception):
+    """UiPath resume trigger error."""
+
+    category: ErrorCategory
+    message: str
+    detail: str
+
+    def __init__(self, category: ErrorCategory, message: str, detail: str = ""):
+        """Initialize the UiPathFaultedTriggerError."""
+        self.category = category
+        self.message = message
+        self.detail = detail
+        super().__init__(f"{message}: {detail}" if detail else message)
+
+
+class UiPathPendingTriggerError(UiPathFaultedTriggerError):
+    """Custom resume trigger error for pending triggers."""
+
+    pass
diff --git a/packages/uipath-core/src/uipath/core/events/__init__.py b/packages/uipath-core/src/uipath/core/events/__init__.py
new file mode 100644
index 000000000..5c387ffaa
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/events/__init__.py
@@ -0,0 +1,5 @@
+"""This module contains the event bus implementation."""
+
+from uipath.core.events._event_bus import EventBus
+
+__all__ = ["EventBus"]
diff --git a/src/uipath/_events/_event_bus.py b/packages/uipath-core/src/uipath/core/events/_event_bus.py
similarity index 99%
rename from src/uipath/_events/_event_bus.py
rename to packages/uipath-core/src/uipath/core/events/_event_bus.py
index c4154a151..e99d6ffa8 100644
--- a/src/uipath/_events/_event_bus.py
+++ b/packages/uipath-core/src/uipath/core/events/_event_bus.py
@@ -1,4 +1,4 @@
-"""Event bus implementation for evaluation events."""
+"""Event bus implementation for runtime events."""
 
 import asyncio
 import logging
diff --git a/packages/uipath-core/src/uipath/core/feature_flags/__init__.py b/packages/uipath-core/src/uipath/core/feature_flags/__init__.py
new file mode 100644
index 000000000..c112d4f3b
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/feature_flags/__init__.py
@@ -0,0 +1,11 @@
+"""UiPath Feature Flags.
+
+Local-only feature flag registry for the UiPath SDK.
+"""
+
+from .feature_flags import FeatureFlags, FeatureFlagsManager
+
+__all__ = [
+    "FeatureFlags",
+    "FeatureFlagsManager",
+]
diff --git a/packages/uipath-core/src/uipath/core/feature_flags/feature_flags.py b/packages/uipath-core/src/uipath/core/feature_flags/feature_flags.py
new file mode 100644
index 000000000..53469d7cf
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/feature_flags/feature_flags.py
@@ -0,0 +1,118 @@
+"""Feature flags configuration for UiPath SDK.
+
+A simple, local-only feature flag registry. Flags can be set
+programmatically via :meth:`FeatureFlagsManager.configure_flags` or
+supplied via environment variables named ``UIPATH_FEATURE_<FlagName>``
+when nothing has been configured programmatically.
+
+Programmatic values always take precedence over environment variables.
+
+Example usage::
+
+    from uipath.core.feature_flags import FeatureFlags
+
+    # Programmatic configuration (e.g. from an upstream layer)
+    FeatureFlags.configure_flags({"NewSerialization": True, "ModelOverride": "gpt-4"})
+
+    # Check a boolean flag
+    if FeatureFlags.is_flag_enabled("NewSerialization"):
+        ...
+
+    # Get an arbitrary value
+    model = FeatureFlags.get_flag("ModelOverride", default="default-model")
+
+    # Local override via environment variable
+    # $ export UIPATH_FEATURE_NewSerialization=false
+"""
+
+import json
+import os
+from typing import Any
+
+
+def _parse_env_value(raw: str) -> Any:
+    """Convert an environment variable string to a Python value.
+
+    Booleans are matched first (case-insensitive). For all other values
+    JSON decoding is attempted so that dicts, lists and numbers survive
+    the env-var round-trip.  Plain strings that are not valid JSON are
+    returned as-is.
+    """
+    lower = raw.lower()
+    if lower == "true":
+        return True
+    if lower == "false":
+        return False
+    try:
+        parsed = json.loads(raw)
+    except (json.JSONDecodeError, ValueError):
+        return raw
+    # Only promote structured types (dict/list); scalars stay as strings.
+    if isinstance(parsed, (dict, list)):
+        return parsed
+    return raw
+
+
+class FeatureFlagsManager:
+    """Singleton registry for UiPath feature flags.
+
+    Use the module-level :data:`FeatureFlags` instance rather than
+    instantiating this class directly.
+    """
+
+    _instance: "FeatureFlagsManager | None" = None
+    _flags: dict[str, Any]
+
+    def __new__(cls) -> "FeatureFlagsManager":
+        """Return the singleton instance, creating it on first call."""
+        if cls._instance is None:
+            cls._instance = super().__new__(cls)
+            cls._instance._flags = {}
+        return cls._instance
+
+    def configure_flags(self, flags: dict[str, Any]) -> None:
+        """Merge feature flag values into the registry.
+
+        Args:
+            flags: Mapping of flag names to their values. Existing flags
+                with the same name are overwritten.
+        """
+        self._flags.update(flags)
+
+    def reset_flags(self) -> None:
+        """Clear all configured flags."""
+        self._flags.clear()
+
+    def get_flag(self, name: str, *, default: Any = None) -> Any:
+        """Return a flag value.
+
+        Resolution order:
+
+        1. Value set via :meth:`configure_flags` (highest priority)
+        2. ``UIPATH_FEATURE_<name>`` environment variable (fallback when nothing configured)
+        3. *default*
+
+        Args:
+            name: The feature flag name.
+            default: Fallback when the flag is not set anywhere.
+        """
+        if name in self._flags:
+            return self._flags[name]
+        env_val = os.environ.get(f"UIPATH_FEATURE_{name}")
+        if env_val is not None:
+            return _parse_env_value(env_val)
+        return default
+
+    def is_flag_enabled(self, name: str, *, default: bool = False) -> bool:
+        """Check whether a boolean flag is enabled.
+
+        Uses the same resolution order as :meth:`get_flag`.
+
+        Args:
+            name: The feature flag name.
+            default: Fallback when the flag is not set anywhere.
+        """
+        return bool(self.get_flag(name, default=default))
+
+
+FeatureFlags = FeatureFlagsManager()
diff --git a/packages/uipath-core/src/uipath/core/guardrails/__init__.py b/packages/uipath-core/src/uipath/core/guardrails/__init__.py
new file mode 100644
index 000000000..4ade20740
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/guardrails/__init__.py
@@ -0,0 +1,48 @@
+"""UiPath Guardrails Models.
+
+This module contains models related to UiPath Guardrails.
+"""
+
+from ._deterministic_guardrails_service import DeterministicGuardrailsService
+from .guardrails import (
+    AllFieldsSelector,
+    ApplyTo,
+    BaseGuardrail,
+    BooleanRule,
+    DeterministicGuardrail,
+    FieldReference,
+    FieldSelector,
+    FieldSource,
+    GuardrailScope,
+    GuardrailSelector,
+    GuardrailValidationResult,
+    GuardrailValidationResultType,
+    NumberRule,
+    Rule,
+    SelectorType,
+    SpecificFieldsSelector,
+    UniversalRule,
+    WordRule,
+)
+
+__all__ = [
+    "DeterministicGuardrailsService",
+    "FieldSource",
+    "ApplyTo",
+    "FieldReference",
+    "SelectorType",
+    "AllFieldsSelector",
+    "SpecificFieldsSelector",
+    "FieldSelector",
+    "BaseGuardrail",
+    "DeterministicGuardrail",
+    "WordRule",
+    "NumberRule",
+    "BooleanRule",
+    "UniversalRule",
+    "Rule",
+    "GuardrailScope",
+    "GuardrailSelector",
+    "GuardrailValidationResult",
+    "GuardrailValidationResultType",
+]
diff --git a/packages/uipath-core/src/uipath/core/guardrails/_deterministic_guardrails_service.py b/packages/uipath-core/src/uipath/core/guardrails/_deterministic_guardrails_service.py
new file mode 100644
index 000000000..27be4996b
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/guardrails/_deterministic_guardrails_service.py
@@ -0,0 +1,161 @@
+from typing import Any
+
+from pydantic import BaseModel
+
+from ..tracing.decorators import traced
+from ._evaluators import (
+    evaluate_boolean_rule,
+    evaluate_number_rule,
+    evaluate_universal_rule,
+    evaluate_word_rule,
+)
+from .guardrails import (
+    AllFieldsSelector,
+    ApplyTo,
+    BooleanRule,
+    DeterministicGuardrail,
+    FieldSource,
+    GuardrailValidationResult,
+    GuardrailValidationResultType,
+    NumberRule,
+    SpecificFieldsSelector,
+    UniversalRule,
+    WordRule,
+)
+
+
+class DeterministicGuardrailsService(BaseModel):
+    @traced("evaluate_pre_deterministic_guardrail", run_type="uipath")
+    def evaluate_pre_deterministic_guardrail(
+        self,
+        input_data: dict[str, Any],
+        guardrail: DeterministicGuardrail,
+    ) -> GuardrailValidationResult:
+        """Evaluate deterministic guardrail rules against input data (pre-execution)."""
+        # Check if guardrail contains any output-dependent rules
+        has_output_rule = self._has_output_dependent_rule(guardrail, [ApplyTo.OUTPUT])
+
+        # If guardrail has output-dependent rules, skip evaluation in pre-execution
+        # Output rules will be evaluated during post-execution
+        if has_output_rule:
+            return GuardrailValidationResult(
+                result=GuardrailValidationResultType.PASSED,
+                reason="No rules to apply for input data.",
+            )
+        return self._evaluate_deterministic_guardrail(
+            input_data=input_data,
+            output_data={},
+            guardrail=guardrail,
+        )
+
+    @traced("evaluate_post_deterministic_guardrails", run_type="uipath")
+    def evaluate_post_deterministic_guardrail(
+        self,
+        input_data: dict[str, Any],
+        output_data: dict[str, Any],
+        guardrail: DeterministicGuardrail,
+    ) -> GuardrailValidationResult:
+        """Evaluate deterministic guardrail rules against input and output data."""
+        # Check if guardrail contains any output-dependent rules
+        has_output_rule = self._has_output_dependent_rule(
+            guardrail, [ApplyTo.OUTPUT, ApplyTo.INPUT_AND_OUTPUT]
+        )
+
+        # If guardrail has no output-dependent rules, skip post-execution evaluation
+        # Only input rules exist and they should have been evaluated during pre-execution
+        if not has_output_rule:
+            return GuardrailValidationResult(
+                result=GuardrailValidationResultType.PASSED,
+                reason="No rules to apply for output data.",
+            )
+
+        return self._evaluate_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+    @staticmethod
+    def _has_output_dependent_rule(
+        guardrail: DeterministicGuardrail,
+        universal_rules_apply_to_values: list[ApplyTo],
+    ) -> bool:
+        """Check if at least one rule EXCLUSIVELY requires output data.
+
+        Args:
+            guardrail: The guardrail to check
+            universal_rules_apply_to_values: List of ApplyTo values to consider as output-dependent for UniversalRules.
+
+        Returns:
+            True if at least one rule exclusively depends on output data, False otherwise.
+        """
+        for rule in guardrail.rules:
+            # UniversalRule: only return True if it applies to values in universal_rules_apply_to_values
+            if isinstance(rule, UniversalRule):
+                if rule.apply_to in universal_rules_apply_to_values:
+                    return True
+            # Rules with field_selector
+            elif isinstance(rule, (WordRule, NumberRule, BooleanRule)):
+                field_selector = rule.field_selector
+                # AllFieldsSelector applies to both input and output, not exclusively output
+                # SpecificFieldsSelector: only return True if at least one field has OUTPUT source
+                if isinstance(field_selector, SpecificFieldsSelector):
+                    if field_selector.fields and any(
+                        field.source == FieldSource.OUTPUT
+                        for field in field_selector.fields
+                    ):
+                        return True
+                elif isinstance(field_selector, AllFieldsSelector):
+                    if FieldSource.OUTPUT in field_selector.sources:
+                        return True
+
+        return False
+
+    @staticmethod
+    def _evaluate_deterministic_guardrail(
+        input_data: dict[str, Any],
+        output_data: dict[str, Any],
+        guardrail: DeterministicGuardrail,
+    ) -> GuardrailValidationResult:
+        """Evaluate deterministic guardrail rules against input and output data.
+
+        Validation fails only if ALL guardrail rules are violated.
+        """
+        validated_conditions: list[str] = []
+
+        for rule in guardrail.rules:
+            if isinstance(rule, WordRule):
+                passed, reason = evaluate_word_rule(rule, input_data, output_data)
+            elif isinstance(rule, NumberRule):
+                passed, reason = evaluate_number_rule(rule, input_data, output_data)
+            elif isinstance(rule, BooleanRule):
+                passed, reason = evaluate_boolean_rule(rule, input_data, output_data)
+            elif isinstance(rule, UniversalRule):
+                passed, reason = evaluate_universal_rule(rule, output_data)
+            else:
+                return GuardrailValidationResult(
+                    result=GuardrailValidationResultType.VALIDATION_FAILED,
+                    reason=f"Unknown rule type: {type(rule)}",
+                )
+            validated_conditions.append(reason)
+            if passed:
+                return GuardrailValidationResult(
+                    result=GuardrailValidationResultType.PASSED,
+                    reason=reason,
+                )
+
+        has_always_rule = any(
+            condition == "Always rule enforced" for condition in validated_conditions
+        )
+
+        validated_conditions_str = ", ".join(validated_conditions)
+        final_reason = (
+            "Always rule enforced"
+            if has_always_rule
+            else f"Data matched all guardrail conditions: [{validated_conditions_str}]"
+        )
+
+        return GuardrailValidationResult(
+            result=GuardrailValidationResultType.VALIDATION_FAILED,
+            reason=final_reason,
+        )
diff --git a/packages/uipath-core/src/uipath/core/guardrails/_evaluators.py b/packages/uipath-core/src/uipath/core/guardrails/_evaluators.py
new file mode 100644
index 000000000..ff935fcd1
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/guardrails/_evaluators.py
@@ -0,0 +1,433 @@
+"""Guardrail rule evaluators.
+
+This module provides functions for evaluating different types of guardrail rules
+against input and output data.
+"""
+
+import inspect
+from enum import IntEnum
+from typing import Any, Callable
+
+from .guardrails import (
+    AllFieldsSelector,
+    ApplyTo,
+    BooleanRule,
+    FieldReference,
+    FieldSource,
+    NumberRule,
+    SpecificFieldsSelector,
+    UniversalRule,
+    WordRule,
+)
+
+
+class ArrayDepth(IntEnum):
+    """Array depth enumeration for path parsing."""
+
+    NONE = 0  # Not an array
+    SINGLE = 1  # Single array [*]
+    MATRIX = 2  # Matrix [*][*]
+
+
+def extract_field_value(path: str, data: dict[str, Any]) -> list[Any]:
+    """Extract field values from data using dot-notation path.
+
+    Supports array notation with [*] and [*][*] for arrays and matrices.
+    If an array is encountered at any point in the path, all elements are checked.
+    """
+    if not isinstance(data, dict):
+        return []
+
+    results: list[Any] = []
+
+    def _parse_path_segment(segment: str) -> tuple[str, ArrayDepth]:
+        """Parse a path segment to extract field name and array depth."""
+        if "[*][*]" in segment:
+            field_name = segment.replace("[*][*]", "")
+            return field_name, ArrayDepth.MATRIX
+        elif "[*]" in segment:
+            field_name = segment.replace("[*]", "")
+            return field_name, ArrayDepth.SINGLE
+        else:
+            return segment, ArrayDepth.NONE
+
+    def _traverse(current: Any, remaining_parts: list[str]) -> None:
+        """Recursively traverse the path, handling arrays and matrices."""
+        if not remaining_parts:
+            # End of path, add current value
+            if current is not None:
+                if isinstance(current, list):
+                    # If current is a list, add all elements
+                    results.extend(current)
+                else:
+                    results.append(current)
+            return
+
+        part = remaining_parts[0]
+        next_parts = remaining_parts[1:]
+        field_name, array_depth = _parse_path_segment(part)
+
+        if isinstance(current, dict):
+            if field_name not in current:
+                return
+            next_value = current.get(field_name)
+
+            if array_depth == ArrayDepth.MATRIX:
+                # Matrix [*][*] - expect 2D array
+                if isinstance(next_value, list):
+                    for row in next_value:
+                        if isinstance(row, list):
+                            for item in row:
+                                _traverse(item, next_parts)
+                        else:
+                            # Not a 2D array, treat as 1D
+                            _traverse(row, next_parts)
+            elif array_depth == ArrayDepth.SINGLE:
+                # Array [*] - expect 1D array
+                if isinstance(next_value, list):
+                    for item in next_value:
+                        _traverse(item, next_parts)
+                else:
+                    # Not an array, but path expects one - continue traversal
+                    _traverse(next_value, next_parts)
+            else:
+                # No array notation, continue traversal
+                if isinstance(next_value, list):
+                    # Array encountered without notation - check all elements
+                    for item in next_value:
+                        _traverse(item, next_parts)
+                else:
+                    _traverse(next_value, next_parts)
+        elif isinstance(current, list):
+            # Current is an array - check all elements
+            for item in current:
+                _traverse(item, remaining_parts)
+        else:
+            # Cannot traverse further
+            return
+
+    path_parts = path.split(".")
+    _traverse(data, path_parts)
+    return results
+
+
+def get_fields_from_selector(
+    field_selector: AllFieldsSelector | SpecificFieldsSelector,
+    input_data: dict[str, Any],
+    output_data: dict[str, Any],
+) -> list[tuple[Any, FieldReference]]:
+    """Get field values and their references based on the field selector."""
+    fields: list[tuple[Any, FieldReference]] = []
+
+    if isinstance(field_selector, AllFieldsSelector):
+        # For "all" selector, we need to collect all fields from the specified sources
+        # This is a simplified implementation - in practice, you might want to
+        # recursively collect all nested fields
+        if FieldSource.INPUT in field_selector.sources:
+            for key, value in input_data.items():
+                fields.append(
+                    (
+                        value,
+                        FieldReference(path=key, source=FieldSource.INPUT),
+                    )
+                )
+        if FieldSource.OUTPUT in field_selector.sources:
+            for key, value in output_data.items():
+                fields.append(
+                    (
+                        value,
+                        FieldReference(path=key, source=FieldSource.OUTPUT),
+                    )
+                )
+    elif isinstance(field_selector, SpecificFieldsSelector):
+        # For specific fields, extract values based on field references
+        for field_ref in field_selector.fields:
+            # Use FieldSource to determine whether to use input_data or output_data
+            if field_ref.source == FieldSource.INPUT:
+                data = input_data
+            elif field_ref.source == FieldSource.OUTPUT:
+                data = output_data
+            else:
+                # Unknown source, skip this field
+                continue
+            # Extract values (may return multiple if arrays are in the path)
+            values = extract_field_value(field_ref.path, data)
+            # Add each value as a separate field reference
+            for value in values:
+                fields.append((value, field_ref))
+
+    return fields
+
+
+def format_guardrail_passed_validation_result_message(
+    field_ref: FieldReference,
+    operator: str | None,
+    rule_description: str | None,
+) -> str:
+    """Format a guardrail validation result message following the standard pattern."""
+    source = "Input" if field_ref.source == FieldSource.INPUT else "Output"
+
+    if rule_description:
+        return (
+            f"{source} data didn't match the guardrail condition for field "
+            f"[{field_ref.path}]: {rule_description}"
+        )
+
+    return (
+        f"{source} data didn't match the guardrail condition: "
+        f"[{field_ref.path}] comparing function [{operator}]"
+    )
+
+
+def get_validated_conditions_description(
+    field_path: str,
+    operator: str | None,
+    rule_description: str | None,
+) -> str:
+    if rule_description:
+        return rule_description
+
+    return f"[{field_path}] comparing function [{operator}]"
+
+
+def evaluate_word_rule(
+    rule: WordRule, input_data: dict[str, Any], output_data: dict[str, Any]
+) -> tuple[bool, str]:
+    """Evaluate a word rule against input and output data."""
+    fields = get_fields_from_selector(rule.field_selector, input_data, output_data)
+    if not fields:
+        return True, "No fields to validate"
+
+    operator = _humanize_guardrail_func(rule.detects_violation) or "violation check"
+    field_paths = ", ".join({field_ref.path for _, field_ref in fields})
+
+    for field_value, field_ref in fields:
+        if field_value is None:
+            continue
+
+        # Word rules should only be applied to string values
+        # Skip non-string values (numbers, booleans, objects, arrays, etc.)
+        if not isinstance(field_value, str):
+            continue
+
+        field_str = field_value
+
+        # Use the custom function to evaluate the rule
+        # If detects_violation returns True, it means the rule was violated (validation fails)
+        try:
+            violation_detected = rule.detects_violation(field_str)
+        except Exception:
+            # If function raises an exception, treat as failure
+            violation_detected = True
+
+        if not violation_detected:
+            reason = format_guardrail_passed_validation_result_message(
+                field_ref=field_ref,
+                operator=operator,
+                rule_description=rule.rule_description,
+            )
+            return True, reason
+
+    return False, get_validated_conditions_description(
+        field_path=field_paths,
+        operator=operator,
+        rule_description=rule.rule_description,
+    )
+
+
+def evaluate_number_rule(
+    rule: NumberRule, input_data: dict[str, Any], output_data: dict[str, Any]
+) -> tuple[bool, str]:
+    """Evaluate a number rule against input and output data."""
+    fields = get_fields_from_selector(rule.field_selector, input_data, output_data)
+    if not fields:
+        return True, "No fields to validate"
+
+    operator = _humanize_guardrail_func(rule.detects_violation) or "violation check"
+    field_paths = ", ".join({field_ref.path for _, field_ref in fields})
+    for field_value, field_ref in fields:
+        if field_value is None:
+            continue
+
+        # Number rules should only be applied to numeric values
+        # Skip non-numeric values (strings, booleans, objects, arrays, etc.)
+        # Note: bool is a subclass of int in Python, so we must check for bool first
+        if isinstance(field_value, bool) or not isinstance(field_value, (int, float)):
+            continue
+
+        field_num = float(field_value)
+
+        # Use the custom function to evaluate the rule
+        # If detects_violation returns True, it means the rule was violated (validation fails)
+        try:
+            violation_detected = rule.detects_violation(field_num)
+        except Exception:
+            # If function raises an exception, treat as failure
+            violation_detected = True
+
+        if not violation_detected:
+            reason = format_guardrail_passed_validation_result_message(
+                field_ref=field_ref,
+                operator=operator,
+                rule_description=rule.rule_description,
+            )
+            return True, reason
+
+    return False, get_validated_conditions_description(
+        field_path=field_paths,
+        operator=operator,
+        rule_description=rule.rule_description,
+    )
+
+
+def evaluate_boolean_rule(
+    rule: BooleanRule,
+    input_data: dict[str, Any],
+    output_data: dict[str, Any],
+) -> tuple[bool, str]:
+    """Evaluate a boolean rule against input and output data."""
+    fields = get_fields_from_selector(rule.field_selector, input_data, output_data)
+    if not fields:
+        return True, "No fields to validate"
+
+    operator = _humanize_guardrail_func(rule.detects_violation) or "violation check"
+    field_paths = ", ".join({field_ref.path for _, field_ref in fields})
+    for field_value, field_ref in fields:
+        if field_value is None:
+            continue
+
+        # Boolean rules should only be applied to boolean values
+        # Skip non-boolean values (strings, numbers, objects, arrays, etc.)
+        if not isinstance(field_value, bool):
+            continue
+
+        field_bool = field_value
+
+        # Use the custom function to evaluate the rule
+        # If detects_violation returns True, it means the rule was violated (validation fails)
+        try:
+            violation_detected = rule.detects_violation(field_bool)
+        except Exception:
+            # If function raises an exception, treat as failure
+            violation_detected = True
+
+        if not violation_detected:
+            reason = format_guardrail_passed_validation_result_message(
+                field_ref=field_ref,
+                operator=operator,
+                rule_description=rule.rule_description,
+            )
+            return True, reason
+
+    return False, get_validated_conditions_description(
+        field_path=field_paths,
+        operator=operator,
+        rule_description=rule.rule_description,
+    )
+
+
+def evaluate_universal_rule(
+    rule: UniversalRule,
+    output_data: dict[str, Any],
+) -> tuple[bool, str]:
+    """Evaluate a universal rule against input and output data.
+
+    Universal rules trigger based on the apply_to scope and execution phase:
+    - Pre-execution (empty output_data):
+      - INPUT: triggers (result = VALIDATION_FAILED)
+      - OUTPUT: does not trigger (result = PASSED)
+      - INPUT_AND_OUTPUT: triggers (result = VALIDATION_FAILED)
+    - Post-execution (output_data has data):
+      - INPUT: does not trigger (result = PASSED)
+      - OUTPUT: triggers (result = VALIDATION_FAILED)
+      - INPUT_AND_OUTPUT: triggers (result = VALIDATION_FAILED)
+    """
+    # Determine if this is pre-execution (no output data) or post-execution
+    is_pre_execution = not output_data or len(output_data) == 0
+
+    if rule.apply_to == ApplyTo.INPUT:
+        # INPUT: triggers in pre-execution, does not trigger in post-execution
+        if is_pre_execution:
+            return False, "Always rule enforced"
+        else:
+            return True, "No rules to apply for output data"
+    elif rule.apply_to == ApplyTo.OUTPUT:
+        # OUTPUT: does not trigger in pre-execution, triggers in post-execution
+        if is_pre_execution:
+            return True, "No rules to apply for input data"
+        else:
+            return False, "Always rule enforced"
+    elif rule.apply_to == ApplyTo.INPUT_AND_OUTPUT:
+        # INPUT_AND_OUTPUT: triggers in both phases
+        return False, "Always rule enforced"
+    else:
+        return False, f"Unknown apply_to value: {rule.apply_to}"
+
+
+def _humanize_guardrail_func(func: Callable[..., Any] | str | None) -> str | None:
+    """Build a user-friendly description of a guardrail predicate.
+
+    Deterministic guardrails store Python callables (often lambdas) to evaluate
+    conditions. For diagnostics, it's useful to include a readable hint about the
+    predicate that failed.
+
+    Args:
+        func: A Python callable used as a predicate, or a pre-rendered string
+            description (for example, ``"s:str -> bool: contains 'test'"``).
+
+    Returns:
+        A human-readable description, or ``None`` if one cannot be produced.
+    """
+    if func is None:
+        return None
+
+    if isinstance(func, str):
+        rendered = func.strip()
+        return rendered or None
+
+    name = getattr(func, "__name__", None)
+    if name and name != "<lambda>":
+        return name
+
+    # Best-effort extraction for lambdas / callables.
+    try:
+        sig = str(inspect.signature(func))
+    except (TypeError, ValueError):
+        sig = ""
+
+    try:
+        source_lines = inspect.getsourcelines(func)
+        source = "".join(source_lines[0]).strip()
+        # Collapse whitespace to keep the message compact.
+        source = " ".join(source.split())
+
+        # Remove "detects_violation=lambda" prefix if present
+        # Pattern: "detects_violation=lambda s: condition" -> "condition"
+        if "detects_violation=lambda" in source:
+            # Find the lambda part
+            lambda_start = source.find("detects_violation=lambda")
+            if lambda_start != -1:
+                # Get everything after "detects_violation=lambda"
+                lambda_part = source[
+                    lambda_start + len("detects_violation=lambda") :
+                ].strip()
+                # Find the colon that separates param from body
+                colon_idx = lambda_part.find(":")
+                if colon_idx != -1:
+                    # Extract just the body (condition)
+                    body = lambda_part[colon_idx + 1 :].strip()
+                    # Remove trailing comma if present
+                    body = body.rstrip(",").strip()
+                    source = body
+    except (OSError, TypeError):
+        source = ""
+
+    if source and sig:
+        return f"{sig}: {source}"
+    if source:
+        return source
+    if sig:
+        return sig
+
+    rendered = repr(func).strip()
+    return rendered or None
diff --git a/packages/uipath-core/src/uipath/core/guardrails/guardrails.py b/packages/uipath-core/src/uipath/core/guardrails/guardrails.py
new file mode 100644
index 000000000..fe651c35b
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/guardrails/guardrails.py
@@ -0,0 +1,241 @@
+"""Guardrails models for UiPath Platform."""
+
+from enum import Enum
+from typing import Annotated, Any, Callable, Literal
+
+from pydantic import BaseModel, ConfigDict, Field, field_validator
+
+
+def _decapitalize_first_letter(s: str) -> str:
+    """Convert first letter to lowercase (e.g., 'SimpleText' -> 'simpleText')."""
+    if not s or len(s) == 0:
+        return s
+    if len(s) == 1:
+        return s.lower()
+    return s[0].lower() + s[1:]
+
+
+class GuardrailValidationResultType(str, Enum):
+    """Guardrail validation result type enumeration."""
+
+    PASSED = "passed"
+    VALIDATION_FAILED = "validation_failed"
+    ENTITLEMENTS_MISSING = "entitlements_missing"
+    FEATURE_DISABLED = "feature_disabled"
+
+
+class GuardrailValidationResult(BaseModel):
+    """Result returned from validating input with a given guardrail.
+
+    Attributes:
+        result: The validation result type.
+        reason: Textual explanation describing why the validation passed or failed.
+    """
+
+    model_config = ConfigDict(populate_by_name=True)
+
+    result: GuardrailValidationResultType = Field(
+        alias="result", description="Validation result."
+    )
+    reason: str = Field(
+        alias="reason", description="Explanation for the validation result."
+    )
+
+
+class FieldSource(str, Enum):
+    """Field source enumeration."""
+
+    INPUT = "input"
+    OUTPUT = "output"
+
+
+class ApplyTo(str, Enum):
+    """Apply to enumeration."""
+
+    INPUT = "input"
+    INPUT_AND_OUTPUT = "inputAndOutput"
+    OUTPUT = "output"
+
+
+class FieldReference(BaseModel):
+    """Field reference model."""
+
+    path: str
+    source: FieldSource
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+    @field_validator("source", mode="before")
+    @classmethod
+    def normalize_type(cls, v: Any) -> Any:
+        """Normalize type by decapitalizing first letter."""
+        return _decapitalize_first_letter(v) if isinstance(v, str) else v
+
+
+class SelectorType(str, Enum):
+    """Selector type enumeration."""
+
+    ALL = "all"
+    SPECIFIC = "specific"
+
+
+class AllFieldsSelector(BaseModel):
+    """All fields selector."""
+
+    selector_type: Literal["all"] = Field(alias="$selectorType")
+    sources: list[FieldSource]
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+    @field_validator("sources", mode="before")
+    @classmethod
+    def normalize_sources(cls, v: Any) -> Any:
+        """Normalize sources by decapitalizing first letter of each item."""
+        if isinstance(v, list):
+            return [
+                _decapitalize_first_letter(item) if isinstance(item, str) else item
+                for item in v
+            ]
+        return v
+
+
+class SpecificFieldsSelector(BaseModel):
+    """Specific fields selector."""
+
+    selector_type: Literal["specific"] = Field(alias="$selectorType")
+    fields: list[FieldReference]
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+
+FieldSelector = Annotated[
+    AllFieldsSelector | SpecificFieldsSelector,
+    Field(discriminator="selector_type"),
+]
+
+
+class RuleType(str, Enum):
+    """Rule type enumeration."""
+
+    BOOLEAN = "boolean"
+    NUMBER = "number"
+    UNIVERSAL = "always"
+    WORD = "word"
+
+
+class WordRule(BaseModel):
+    """Word rule model."""
+
+    rule_type: Literal["word"] = Field(alias="$ruleType")
+    field_selector: FieldSelector = Field(alias="fieldSelector")
+    rule_description: str | None = Field(
+        default=None,
+        exclude=True,
+        description="Human-friendly description of the rule condition.",
+    )
+    detects_violation: Callable[[str], bool] = Field(
+        exclude=True,
+        description="Function that returns True if the string violates the rule (validation should fail).",
+    )
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+
+class UniversalRule(BaseModel):
+    """Universal rule model."""
+
+    rule_type: Literal["always"] = Field(alias="$ruleType")
+    apply_to: ApplyTo = Field(alias="applyTo")
+    rule_description: str | None = Field(
+        default=None,
+        exclude=True,
+        description="Human-friendly description of the rule condition.",
+    )
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+    @field_validator("apply_to", mode="before")
+    @classmethod
+    def normalize_type(cls, v: Any) -> Any:
+        """Normalize type by decapitalizing first letter."""
+        return _decapitalize_first_letter(v) if isinstance(v, str) else v
+
+
+class NumberRule(BaseModel):
+    """Number rule model."""
+
+    rule_type: Literal["number"] = Field(alias="$ruleType")
+    field_selector: FieldSelector = Field(alias="fieldSelector")
+    rule_description: str | None = Field(
+        default=None,
+        exclude=True,
+        description="Human-friendly description of the rule condition.",
+    )
+    detects_violation: Callable[[float], bool] = Field(
+        exclude=True,
+        description="Function that returns True if the number violates the rule (validation should fail).",
+    )
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+
+class BooleanRule(BaseModel):
+    """Boolean rule model."""
+
+    rule_type: Literal["boolean"] = Field(alias="$ruleType")
+    field_selector: FieldSelector = Field(alias="fieldSelector")
+    rule_description: str | None = Field(
+        default=None,
+        exclude=True,
+        description="Human-friendly description of the rule condition.",
+    )
+    detects_violation: Callable[[bool], bool] = Field(
+        exclude=True,
+        description="Function that returns True if the boolean violates the rule (validation should fail).",
+    )
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+
+Rule = Annotated[
+    WordRule | NumberRule | BooleanRule | UniversalRule,
+    Field(discriminator="rule_type"),
+]
+
+
+class GuardrailScope(str, Enum):
+    """Guardrail scope enumeration."""
+
+    AGENT = "Agent"
+    LLM = "Llm"
+    TOOL = "Tool"
+
+
+class GuardrailSelector(BaseModel):
+    """Guardrail selector model."""
+
+    scopes: list[GuardrailScope] = Field(default=[GuardrailScope.TOOL])
+    match_names: list[str] | None = Field(None, alias="matchNames")
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+
+class BaseGuardrail(BaseModel):
+    """Base guardrail model."""
+
+    id: str
+    name: str
+    description: str | None = None
+    enabled_for_evals: bool = Field(True, alias="enabledForEvals")
+    selector: GuardrailSelector
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
+
+
+class DeterministicGuardrail(BaseGuardrail):
+    """Deterministic guardrail model."""
+
+    guardrail_type: Literal["custom"] = Field(alias="$guardrailType")
+    rules: list[Rule]
+
+    model_config = ConfigDict(populate_by_name=True, extra="allow")
diff --git a/py.typed b/packages/uipath-core/src/uipath/core/py.typed
similarity index 100%
rename from py.typed
rename to packages/uipath-core/src/uipath/core/py.typed
diff --git a/packages/uipath-core/src/uipath/core/serialization/__init__.py b/packages/uipath-core/src/uipath/core/serialization/__init__.py
new file mode 100644
index 000000000..9296b1074
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/serialization/__init__.py
@@ -0,0 +1,5 @@
+"""Serialization utilities for converting Python objects to various formats."""
+
+from .json import serialize_defaults, serialize_json, serialize_object
+
+__all__ = ["serialize_defaults", "serialize_json", "serialize_object"]
diff --git a/packages/uipath-core/src/uipath/core/serialization/json.py b/packages/uipath-core/src/uipath/core/serialization/json.py
new file mode 100644
index 000000000..a3eebc412
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/serialization/json.py
@@ -0,0 +1,196 @@
+"""JSON serialization utilities for converting Python objects to JSON formats."""
+
+import json
+import uuid
+from dataclasses import asdict, is_dataclass
+from datetime import date, datetime, time, timezone
+from enum import Enum
+from typing import Any, cast
+from zoneinfo import ZoneInfo
+
+from pydantic import BaseModel
+
+
+def serialize_defaults(
+    obj: Any,
+) -> dict[str, Any] | list[Any] | str | int | float | bool | None:
+    """Convert Python objects to JSON-serializable formats.
+
+    Handles common Python types that are not natively JSON-serializable:
+    - Pydantic models (v1 and v2)
+    - Dataclasses
+    - Enums
+    - Datetime objects
+    - Timezone objects
+    - Named tuples
+    - Sets and tuples
+
+    This function is designed to be used as the `default` parameter in json.dumps():
+    ```python
+    import json
+    result = json.dumps(obj, default=serialize_defaults)
+    ```
+
+    Or use the convenience function `serialize_json()` which wraps this:
+    ```python
+    result = serialize_json(obj)
+    ```
+
+    Args:
+        obj: The object to serialize
+
+    Returns:
+        A JSON-serializable representation of the object:
+        - Pydantic models: dict from model_dump()
+        - Dataclasses: dict from asdict()
+        - Enums: the enum value (recursively serialized)
+        - datetime: ISO format string
+        - timezone/ZoneInfo: timezone name
+        - sets/tuples: converted to lists
+        - named tuples: converted to dict
+        - Primitives (None, bool, int, float, str, list, dict): returned unchanged
+        - Other types: converted to string with str()
+
+    Examples:
+        >>> from datetime import datetime
+        >>> from pydantic import BaseModel
+        >>>
+        >>> class User(BaseModel):
+        ...     name: str
+        ...     created_at: datetime
+        >>>
+        >>> user = User(name="Alice", created_at=datetime.now())
+        >>> import json
+        >>> json.dumps(user, default=serialize_defaults)
+        '{"name": "Alice", "created_at": "2024-01-01T12:00:00"}'
+        >>> # Or use the convenience function
+        >>> serialize_json(user)
+        '{"name": "Alice", "created_at": "2024-01-01T12:00:00"}'
+    """
+    # Handle Pydantic BaseModel instances
+    if hasattr(obj, "model_dump") and not isinstance(obj, type):
+        return obj.model_dump(exclude_none=True, mode="json")
+
+    # Handle Pydantic model classes - convert to schema representation
+    if isinstance(obj, type) and issubclass(obj, BaseModel):
+        return {
+            "__class__": obj.__name__,
+            "__module__": obj.__module__,
+            "schema": obj.model_json_schema(),
+        }
+
+    # Handle Pydantic v1 models
+    if hasattr(obj, "dict") and not isinstance(obj, type):
+        return obj.dict()
+
+    # Handle objects with to_dict method
+    if hasattr(obj, "to_dict") and not isinstance(obj, type):
+        return obj.to_dict()
+
+    # Handle objects with as_dict property (UiPathBaseRuntimeError)
+    if hasattr(obj, "as_dict") and not isinstance(obj, type):
+        return obj.as_dict
+
+    # Handle dataclasses
+    if is_dataclass(obj) and not isinstance(obj, type):
+        return asdict(obj)
+
+    # Handle enums - recursively serialize the value
+    if isinstance(obj, Enum):
+        return serialize_defaults(obj.value)
+
+    # Handle sets and tuples
+    if isinstance(obj, (set, tuple)):
+        # Check if it's a named tuple (has _asdict method)
+        if hasattr(obj, "_asdict") and callable(
+            obj._asdict  # pyright: ignore[reportAttributeAccessIssue]
+        ):
+            return cast(
+                dict[str, Any],
+                obj._asdict(),  # pyright: ignore[reportAttributeAccessIssue]
+            )
+        # Convert to list
+        return list(obj)
+
+    # Handle exceptions
+    if isinstance(obj, Exception):
+        return str(obj)
+
+    # Handle datetime objects
+    if isinstance(obj, datetime):
+        return obj.isoformat()
+
+    # Handle timezone objects
+    if isinstance(obj, (timezone, ZoneInfo)):
+        return obj.tzname(None)
+
+    # Allow JSON-serializable primitives to pass through unchanged
+    if obj is None or isinstance(obj, (bool, int, float, str, list, dict)):
+        return obj
+
+    # Fallback: convert to string
+    return str(obj)
+
+
+def serialize_json(obj: Any) -> str:
+    """Serialize Python object to JSON string.
+
+    This is a convenience function that wraps json.dumps() with serialize_defaults()
+    as the default handler for non-JSON-serializable types.
+
+    Args:
+        obj: The object to serialize to JSON
+
+    Returns:
+        JSON string representation of the object
+
+    Examples:
+        >>> from datetime import datetime
+        >>> from pydantic import BaseModel
+        >>>
+        >>> class Task(BaseModel):
+        ...     name: str
+        ...     created: datetime
+        >>>
+        >>> task = Task(name="Review PR", created=datetime(2024, 1, 15, 10, 30))
+        >>> serialize_json(task)
+        '{"name": "Review PR", "created": "2024-01-15T10:30:00"}'
+    """
+    return json.dumps(obj, default=serialize_defaults)
+
+
+def serialize_object(obj):
+    """Recursively serializes an object and all its nested components."""
+    # Handle Pydantic models
+    if hasattr(obj, "model_dump"):
+        return serialize_object(obj.model_dump(by_alias=True))
+    elif hasattr(obj, "dict"):
+        return serialize_object(obj.dict())
+    elif hasattr(obj, "to_dict"):
+        return serialize_object(obj.to_dict())
+    # Special handling for UiPathBaseRuntimeErrors
+    elif hasattr(obj, "as_dict"):
+        return serialize_object(obj.as_dict)
+    elif isinstance(obj, (datetime, date, time)):
+        return obj.isoformat()
+    # Handle dictionaries
+    elif isinstance(obj, dict):
+        return {k: serialize_object(v) for k, v in obj.items()}
+    # Handle lists
+    elif isinstance(obj, list):
+        return [serialize_object(item) for item in obj]
+    # Handle exceptions
+    elif isinstance(obj, Exception):
+        return str(obj)
+    # Handle other iterable objects (convert to dict first)
+    elif hasattr(obj, "__iter__") and not isinstance(obj, (str, bytes)):
+        try:
+            return serialize_object(dict(obj))
+        except (TypeError, ValueError):
+            return obj
+    # UUIDs must be serialized explicitly
+    elif isinstance(obj, uuid.UUID):
+        return str(obj)
+    # Return primitive types as is
+    else:
+        return obj
diff --git a/packages/uipath-core/src/uipath/core/tracing/__init__.py b/packages/uipath-core/src/uipath/core/tracing/__init__.py
new file mode 100644
index 000000000..af6d3c2e1
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/__init__.py
@@ -0,0 +1,17 @@
+"""OpenTelemetry tracing module with UiPath integration.
+
+This module provides decorators and utilities for instrumenting Python functions
+with OpenTelemetry tracing, including custom processors for UiPath execution tracking.
+"""
+
+from uipath.core.tracing.decorators import traced
+from uipath.core.tracing.span_utils import UiPathSpanUtils
+from uipath.core.tracing.trace_manager import UiPathTraceManager
+from uipath.core.tracing.types import UiPathTraceSettings
+
+__all__ = [
+    "traced",
+    "UiPathSpanUtils",
+    "UiPathTraceManager",
+    "UiPathTraceSettings",
+]
diff --git a/packages/uipath-core/src/uipath/core/tracing/_utils.py b/packages/uipath-core/src/uipath/core/tracing/_utils.py
new file mode 100644
index 000000000..841aa67d8
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/_utils.py
@@ -0,0 +1,142 @@
+"""Helper utilities for the tracing module."""
+
+import inspect
+import json
+from collections.abc import Callable
+from typing import Any, Mapping, Optional
+
+from opentelemetry.trace import Span
+
+from uipath.core.serialization import serialize_json
+
+
+def get_supported_params(
+    tracer_impl: Callable[..., Any],
+    params: Mapping[str, Any],
+) -> dict[str, Any]:
+    """Extract the parameters supported by the tracer implementation."""
+    try:
+        sig = inspect.signature(tracer_impl)
+    except (TypeError, ValueError):
+        # If we can't inspect, pass all parameters and let the function handle it
+        return dict(params)
+
+    supported: dict[str, Any] = {}
+    for name, value in params.items():
+        if value is not None and name in sig.parameters:
+            supported[name] = value
+    return supported
+
+
+def format_args_for_trace_json(
+    signature: inspect.Signature, *args: Any, **kwargs: Any
+) -> str:
+    """Return a JSON string of inputs from the function signature."""
+    result = format_args_for_trace(signature, *args, **kwargs)
+    return serialize_json(result)
+
+
+def format_object_for_trace_json(
+    input_object: Any,
+) -> str:
+    """Return a JSON string of inputs from the function signature."""
+    return serialize_json(input_object)
+
+
+def format_args_for_trace(
+    signature: inspect.Signature, *args: Any, **kwargs: Any
+) -> dict[str, Any]:
+    try:
+        """Return a dictionary of inputs from the function signature."""
+        # Create a parameter mapping by partially binding the arguments
+
+        parameter_binding = signature.bind_partial(*args, **kwargs)
+
+        # Fill in default values for any unspecified parameters
+        parameter_binding.apply_defaults()
+
+        # Extract the input parameters, skipping special Python parameters
+        result = {}
+        for name, value in parameter_binding.arguments.items():
+            # Skip class and instance references
+            if name in ("self", "cls"):
+                continue
+
+            # Handle **kwargs parameters specially
+            param_info = signature.parameters.get(name)
+            if param_info and param_info.kind == inspect.Parameter.VAR_KEYWORD:
+                # Flatten nested kwargs directly into the result
+                if isinstance(value, dict):
+                    result.update(value)
+            else:
+                # Regular parameter
+                result[name] = value
+
+        return result
+    except Exception:
+        return {"args": args, "kwargs": kwargs}
+
+
+def set_span_input_attributes(
+    span: Span,
+    trace_name: str,
+    wrapped_func: Callable[..., Any],
+    args: Any,
+    kwargs: Any,
+    span_type: str,
+    run_type: Optional[str],
+    input_processor: Optional[Callable[..., Any]],
+) -> None:
+    """Set span attributes for metadata and inputs before function execution.
+
+    This should be called BEFORE the wrapped function executes to ensure
+    input context is captured even if the function raises an exception.
+
+    Args:
+        span: The OpenTelemetry span to set attributes on
+        trace_name: Name of the trace/span
+        wrapped_func: The function being traced
+        args: Positional arguments passed to the function
+        kwargs: Keyword arguments passed to the function
+        span_type: Span type categorization (set to "TOOL" for OpenInference tool calls)
+        run_type: Optional run type categorization
+        input_processor: Optional function to process inputs before recording
+    """
+    is_tool = span_type and span_type.upper() == "TOOL"
+    if is_tool:
+        span.set_attribute("openinference.span.kind", "TOOL")
+        span.set_attribute("tool.name", trace_name)
+        span.set_attribute("span_type", "TOOL")
+    else:
+        span.set_attribute("span_type", span_type)
+
+    if run_type is not None:
+        span.set_attribute("run_type", run_type)
+
+    inputs = format_args_for_trace_json(
+        inspect.signature(wrapped_func), *args, **kwargs
+    )
+    if input_processor:
+        processed_inputs = input_processor(json.loads(inputs))
+        inputs = json.dumps(processed_inputs, default=str)
+    span.set_attribute("input.mime_type", "application/json")
+    span.set_attribute("input.value", inputs)
+
+
+def set_span_output_attributes(
+    span: Span,
+    result: Any,
+    output_processor: Optional[Callable[..., Any]],
+) -> None:
+    """Set span attributes for outputs after function execution.
+
+    This should be called AFTER the wrapped function executes successfully.
+
+    Args:
+        span: The OpenTelemetry span to set attributes on
+        result: The result from the function execution
+        output_processor: Optional function to process outputs before recording
+    """
+    output = output_processor(result) if output_processor else result
+    span.set_attribute("output.value", format_object_for_trace_json(output))
+    span.set_attribute("output.mime_type", "application/json")
diff --git a/packages/uipath-core/src/uipath/core/tracing/decorators.py b/packages/uipath-core/src/uipath/core/tracing/decorators.py
new file mode 100644
index 000000000..b7204271a
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/decorators.py
@@ -0,0 +1,350 @@
+"""Tracing decorators for function instrumentation."""
+
+import inspect
+import logging
+import random
+from functools import wraps
+from typing import Any, Callable, Optional, overload
+
+from opentelemetry import context as context_api
+from opentelemetry import trace
+from opentelemetry.context import _SUPPRESS_INSTRUMENTATION_KEY
+from opentelemetry.trace import SpanContext, TraceFlags
+from opentelemetry.trace.status import StatusCode
+
+from uipath.core.tracing._utils import (
+    get_supported_params,
+    set_span_input_attributes,
+    set_span_output_attributes,
+)
+from uipath.core.tracing.span_utils import (
+    ParentedNonRecordingSpan,
+    UiPathSpanUtils,
+    _span_registry,
+)
+
+logger = logging.getLogger(__name__)
+
+
+def _opentelemetry_traced(
+    name: Optional[str] = None,
+    run_type: Optional[str] = None,
+    span_type: Optional[str] = None,
+    input_processor: Optional[Callable[..., Any]] = None,
+    output_processor: Optional[Callable[..., Any]] = None,
+    recording: bool = True,
+):
+    """Default tracer implementation using OpenTelemetry.
+
+    Args:
+        name: Optional name for the span
+        run_type: Optional string to categorize the run type
+        span_type: Optional string to categorize the span type. If set to "tool" or "TOOL",
+                   the function is treated as an OpenInference tool call with:
+                   - openinference.span.kind = "TOOL"
+                   - tool.name = function name
+                   - span_type = "TOOL"
+                   - input.value and output.value (already set by default)
+        input_processor: Optional function to process inputs before recording
+        output_processor: Optional function to process outputs before recording
+        recording: If False, span is not recorded
+    """
+
+    def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
+        trace_name = name or func.__name__
+
+        def get_span():
+            ctx = UiPathSpanUtils.get_parent_context()
+            if not recording:
+                parent_context = trace.get_current_span(ctx).get_span_context()
+
+                # Create a valid but non-sampled trace context
+                # Generate a valid trace ID (not INVALID)
+                trace_id = random.getrandbits(128)
+                span_id = random.getrandbits(64)
+
+                non_sampled_context = SpanContext(
+                    trace_id=trace_id,
+                    span_id=span_id,
+                    is_remote=False,
+                    trace_flags=TraceFlags(0x00),  # NOT sampled
+                )
+                non_recording = ParentedNonRecordingSpan(
+                    non_sampled_context, parent=parent_context
+                )
+
+                # Make it active so children see it
+                span_cm = trace.use_span(non_recording)
+                span_cm.__enter__()
+
+                _span_registry.register_span(non_recording)
+
+                return span_cm, non_recording
+            else:
+                # Normal recording span
+                span_cm = trace.get_tracer(__name__).start_as_current_span(
+                    trace_name, context=ctx
+                )
+                span = span_cm.__enter__()
+                return span_cm, span
+
+        # --------- Sync wrapper ---------
+        @wraps(func)
+        def sync_wrapper(*args: Any, **kwargs: Any) -> Any:
+            if context_api.get_value(_SUPPRESS_INSTRUMENTATION_KEY):
+                return func(*args, **kwargs)
+            span_cm, span = get_span()
+            try:
+                # Set input attributes BEFORE execution
+                set_span_input_attributes(
+                    span,
+                    trace_name=trace_name,
+                    wrapped_func=func,
+                    args=args,
+                    kwargs=kwargs,
+                    run_type=run_type,
+                    span_type=span_type or "function_call_sync",
+                    input_processor=input_processor,
+                )
+
+                # Execute the function
+                result = func(*args, **kwargs)
+
+                # Set output attributes AFTER execution
+                set_span_output_attributes(
+                    span,
+                    result=result,
+                    output_processor=output_processor,
+                )
+                return result
+            except Exception as e:
+                span.record_exception(e)
+                span.set_status(StatusCode.ERROR, str(e))
+                raise
+            finally:
+                if span_cm:
+                    span_cm.__exit__(None, None, None)
+
+        # --------- Async wrapper ---------
+        @wraps(func)
+        async def async_wrapper(*args: Any, **kwargs: Any) -> Any:
+            if context_api.get_value(_SUPPRESS_INSTRUMENTATION_KEY):
+                return await func(*args, **kwargs)
+            span_cm, span = get_span()
+            try:
+                # Set input attributes BEFORE execution
+                set_span_input_attributes(
+                    span,
+                    trace_name=trace_name,
+                    wrapped_func=func,
+                    args=args,
+                    kwargs=kwargs,
+                    run_type=run_type,
+                    span_type=span_type or "function_call_async",
+                    input_processor=input_processor,
+                )
+
+                # Execute the function
+                result = await func(*args, **kwargs)
+
+                # Set output attributes AFTER execution
+                set_span_output_attributes(
+                    span,
+                    result=result,
+                    output_processor=output_processor,
+                )
+                return result
+            except Exception as e:
+                span.record_exception(e)
+                span.set_status(StatusCode.ERROR, str(e))
+                raise
+            finally:
+                if span_cm:
+                    span_cm.__exit__(None, None, None)
+
+        # --------- Generator wrapper ---------
+        @wraps(func)
+        def generator_wrapper(*args: Any, **kwargs: Any) -> Any:
+            if context_api.get_value(_SUPPRESS_INSTRUMENTATION_KEY):
+                for item in func(*args, **kwargs):
+                    yield item
+                return
+            span_cm, span = get_span()
+            try:
+                # Set input attributes BEFORE execution
+                set_span_input_attributes(
+                    span,
+                    trace_name=trace_name,
+                    wrapped_func=func,
+                    args=args,
+                    kwargs=kwargs,
+                    run_type=run_type,
+                    span_type=span_type or "function_call_generator_sync",
+                    input_processor=input_processor,
+                )
+
+                # Execute the generator and collect outputs
+                outputs = []
+                for item in func(*args, **kwargs):
+                    outputs.append(item)
+                    span.add_event(f"Yielded: {item}")
+                    yield item
+
+                # Set output attributes AFTER execution
+                set_span_output_attributes(
+                    span,
+                    result=outputs,
+                    output_processor=output_processor,
+                )
+            except Exception as e:
+                span.record_exception(e)
+                span.set_status(StatusCode.ERROR, str(e))
+                raise
+            finally:
+                if span_cm:
+                    span_cm.__exit__(None, None, None)
+
+        # --------- Async generator wrapper ---------
+        @wraps(func)
+        async def async_generator_wrapper(*args: Any, **kwargs: Any) -> Any:
+            if context_api.get_value(_SUPPRESS_INSTRUMENTATION_KEY):
+                async for item in func(*args, **kwargs):
+                    yield item
+                return
+            span_cm, span = get_span()
+            try:
+                # Set input attributes BEFORE execution
+                set_span_input_attributes(
+                    span,
+                    trace_name=trace_name,
+                    wrapped_func=func,
+                    args=args,
+                    kwargs=kwargs,
+                    run_type=run_type,
+                    span_type=span_type or "function_call_generator_async",
+                    input_processor=input_processor,
+                )
+
+                # Execute the generator and collect outputs
+                outputs = []
+                async for item in func(*args, **kwargs):
+                    outputs.append(item)
+                    span.add_event(f"Yielded: {item}")
+                    yield item
+
+                # Set output attributes AFTER execution
+                set_span_output_attributes(
+                    span,
+                    result=outputs,
+                    output_processor=output_processor,
+                )
+            except Exception as e:
+                span.record_exception(e)
+                span.set_status(StatusCode.ERROR, str(e))
+                raise
+            finally:
+                if span_cm:
+                    span_cm.__exit__(None, None, None)
+
+        if inspect.iscoroutinefunction(func):
+            return async_wrapper
+        elif inspect.isgeneratorfunction(func):
+            return generator_wrapper
+        elif inspect.isasyncgenfunction(func):
+            return async_generator_wrapper
+        else:
+            return sync_wrapper
+
+    return decorator
+
+
+@overload
+def traced(func: Callable[..., Any], /) -> Callable[..., Any]: ...
+
+
+@overload
+def traced(
+    name: Optional[str] = ...,
+    run_type: Optional[str] = ...,
+    span_type: Optional[str] = ...,
+    input_processor: Optional[Callable[..., Any]] = ...,
+    output_processor: Optional[Callable[..., Any]] = ...,
+    hide_input: bool = ...,
+    hide_output: bool = ...,
+    recording: bool = ...,
+) -> Callable[[Callable[..., Any]], Callable[..., Any]]: ...
+
+
+def traced(
+    name: Optional[str | Callable[..., Any]] = None,
+    run_type: Optional[str] = None,
+    span_type: Optional[str] = None,
+    input_processor: Optional[Callable[..., Any]] = None,
+    output_processor: Optional[Callable[..., Any]] = None,
+    hide_input: bool = False,
+    hide_output: bool = False,
+    recording: bool = True,
+):
+    """Decorator that will trace function invocations.
+
+    Args:
+        name: Optional custom name for the span
+        run_type: Optional string to categorize the run type
+        span_type: Optional string to categorize the span type
+        input_processor: Optional function to process function inputs before recording
+            Should accept a dictionary of inputs and return a processed dictionary
+        output_processor: Optional function to process function outputs before recording
+            Should accept the function output and return a processed value
+        hide_input: If True, don't log any input data
+        hide_output: If True, don't log any output data
+        recording: If False, current span and all child spans are not captured
+    """
+    # Handle @traced without parentheses: the decorated function
+    # is passed as the first positional argument (``name``).
+    _func: Optional[Callable[..., Any]] = None
+    if callable(name):
+        _func = name
+        name = None
+
+    # Apply default processors selectively based on hide flags
+    def _default_input_processor(inputs: Any) -> dict[str, str]:
+        """Default input processor that doesn't log any actual input data."""
+        return {"redacted": "Input data not logged for privacy/security"}
+
+    def _default_output_processor(outputs: Any) -> dict[str, str]:
+        """Default output processor that doesn't log any actual output data."""
+        return {"redacted": "Output data not logged for privacy/security"}
+
+    if hide_input:
+        input_processor = _default_input_processor
+    if hide_output:
+        output_processor = _default_output_processor
+
+    # Store the parameters for later reapplication
+    params = {
+        "name": name,
+        "run_type": run_type,
+        "span_type": span_type,
+        "input_processor": input_processor,
+        "output_processor": output_processor,
+        "recording": recording,
+    }
+
+    tracer_impl = _opentelemetry_traced
+
+    def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
+        # Check which parameters are supported by the tracer_impl
+        supported_params = get_supported_params(tracer_impl, params)
+
+        # Decorate the function with only supported parameters
+        decorated_func = tracer_impl(**supported_params)(func)
+
+        return decorated_func
+
+    if _func is not None:
+        return decorator(_func)
+
+    return decorator
+
+
+__all__ = ["traced"]
diff --git a/packages/uipath-core/src/uipath/core/tracing/exporters.py b/packages/uipath-core/src/uipath/core/tracing/exporters.py
new file mode 100644
index 000000000..a30723bd3
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/exporters.py
@@ -0,0 +1,45 @@
+"""Custom OpenTelemetry Span Exporter for UiPath Runtime executions."""
+
+from collections import defaultdict
+from typing import Dict, Optional, Sequence
+
+from opentelemetry.sdk.trace import ReadableSpan
+from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+
+class UiPathRuntimeExecutionSpanExporter(SpanExporter):
+    """Custom exporter that stores spans grouped by execution ids."""
+
+    def __init__(self):
+        """Initialize the exporter."""
+        self._spans: Dict[str, list[ReadableSpan]] = defaultdict(list)
+
+    def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
+        """Export spans, grouping them by execution id."""
+        for span in spans:
+            if span.attributes is not None:
+                exec_id = span.attributes.get("execution.id")
+                if exec_id is not None and isinstance(exec_id, str):
+                    self._spans[exec_id].append(span)
+
+        return SpanExportResult.SUCCESS
+
+    def get_spans(self, execution_id: str) -> list[ReadableSpan]:
+        """Retrieve spans for a given execution id."""
+        return self._spans.get(execution_id, [])
+
+    def clear(self, execution_id: Optional[str] = None) -> None:
+        """Clear stored spans for one or all executions."""
+        if execution_id:
+            self._spans.pop(execution_id, None)
+        else:
+            self._spans.clear()
+
+    def shutdown(self) -> None:
+        """Shutdown the exporter and clear all stored spans."""
+        self.clear()
+
+
+__all__ = [
+    "UiPathRuntimeExecutionSpanExporter",
+]
diff --git a/packages/uipath-core/src/uipath/core/tracing/processors.py b/packages/uipath-core/src/uipath/core/tracing/processors.py
new file mode 100644
index 000000000..2fd10f639
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/processors.py
@@ -0,0 +1,76 @@
+"""Custom span processors for UiPath execution tracing."""
+
+from typing import cast
+
+from opentelemetry import context as context_api
+from opentelemetry import trace
+from opentelemetry.sdk.trace import ReadableSpan, Span, SpanProcessor
+from opentelemetry.sdk.trace.export import (
+    BatchSpanProcessor,
+    SimpleSpanProcessor,
+    SpanExporter,
+)
+
+from uipath.core.tracing.types import UiPathTraceSettings
+
+
+class UiPathExecutionTraceProcessorMixin:
+    """Mixin that propagates execution.id and optionally filters spans."""
+
+    _settings: UiPathTraceSettings | None = None
+
+    def on_start(self, span: Span, parent_context: context_api.Context | None = None):
+        """Called when a span is started."""
+        parent_span: Span | None
+        if parent_context:
+            parent_span = cast(Span, trace.get_current_span(parent_context))
+        else:
+            parent_span = cast(Span, trace.get_current_span())
+
+        if parent_span and parent_span.is_recording() and parent_span.attributes:
+            execution_id = parent_span.attributes.get("execution.id")
+            if execution_id:
+                span.set_attribute("execution.id", execution_id)
+
+    def on_end(self, span: ReadableSpan):
+        """Called when a span ends. Filters before delegating to parent."""
+        span_filter = self._settings.span_filter if self._settings else None
+        if span_filter is None or span_filter(span):
+            parent = cast(SpanProcessor, super())
+            parent.on_end(span)
+
+
+class UiPathExecutionBatchTraceProcessor(
+    UiPathExecutionTraceProcessorMixin, BatchSpanProcessor
+):
+    """Batch span processor that propagates execution.id and optionally filters."""
+
+    def __init__(
+        self,
+        span_exporter: SpanExporter,
+        settings: UiPathTraceSettings | None = None,
+    ):
+        """Initialize the batch trace processor."""
+        super().__init__(span_exporter)
+        self._settings = settings
+
+
+class UiPathExecutionSimpleTraceProcessor(
+    UiPathExecutionTraceProcessorMixin, SimpleSpanProcessor
+):
+    """Simple span processor that propagates execution.id and optionally filters."""
+
+    def __init__(
+        self,
+        span_exporter: SpanExporter,
+        settings: UiPathTraceSettings | None = None,
+    ):
+        """Initialize the simple trace processor."""
+        super().__init__(span_exporter)
+        self._settings = settings
+
+
+__all__ = [
+    "UiPathExecutionBatchTraceProcessor",
+    "UiPathExecutionSimpleTraceProcessor",
+]
diff --git a/packages/uipath-core/src/uipath/core/tracing/span_utils.py b/packages/uipath-core/src/uipath/core/tracing/span_utils.py
new file mode 100644
index 000000000..0e9e9fb22
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/span_utils.py
@@ -0,0 +1,334 @@
+"""Utilities for managing UiPath spans."""
+
+import logging
+from typing import Callable, Optional
+
+from opentelemetry import context, trace
+from opentelemetry.trace import NonRecordingSpan, Span, set_span_in_context
+
+logger = logging.getLogger(__name__)
+
+
+class ParentedNonRecordingSpan(NonRecordingSpan):
+    """Non-recording span with explicit parent tracking.
+
+    Extends NonRecordingSpan to include a parent attribute, allowing the SpanRegistry
+    to properly track parent-child relationships for non-recording spans.
+    This is necessary because NonRecordingSpan instances created directly don't have
+    their parent automatically set like normal recording spans do.
+    """
+
+    def __init__(
+        self, context: trace.SpanContext, parent: Optional[trace.SpanContext] = None
+    ):
+        """Initialize a parented non-recording span.
+
+        Args:
+            context: The SpanContext for this span
+            parent: Optional parent SpanContext
+        """
+        super().__init__(context)
+        self.parent = parent
+
+
+class SpanRegistry:
+    """Registry to track all spans and their parent relationships."""
+
+    MAX_HIERARCHY_DEPTH = 1000  # Hard limit for hierarchy traversal
+
+    def __init__(self):
+        self._spans: dict[int, Span] = {}  # span_id -> span
+        self._parent_map: dict[int, Optional[int]] = {}  # span_id -> parent_id
+
+    def register_span(self, span: Span) -> None:
+        """Register a span and its parent relationship."""
+        span_id = span.get_span_context().span_id
+
+        parent_id: Optional[int] = None
+
+        if hasattr(span, "parent") and span.parent is not None:
+            parent_id = getattr(span.parent, "span_id", None)
+
+        self._spans[span_id] = span
+        self._parent_map[span_id] = parent_id
+
+        parent_str = "{:016x}".format(parent_id) if parent_id is not None else "None"
+
+        logger.debug(
+            "SpanRegistry: registered span: %s (id: %016x, parent: %s)",
+            getattr(span, "name", "unknown"),
+            span_id,
+            parent_str,
+        )
+
+    def get_span(self, span_id: int) -> Optional[Span]:
+        """Get a span by ID."""
+        return self._spans.get(span_id)
+
+    def get_parent_id(self, span_id: int) -> Optional[int]:
+        """Get the parent ID of a span."""
+        return self._parent_map.get(span_id)
+
+    def calculate_depth(self, span_id: int) -> int:
+        """Calculate the depth of a span in the hierarchy.
+
+        Returns:
+            The depth of the span, capped at MAX_HIERARCHY_DEPTH.
+        """
+        depth = 0
+        current_id = span_id
+        visited = set()
+
+        while current_id is not None and current_id not in visited:
+            visited.add(current_id)
+            parent_id = self._parent_map.get(current_id)
+            if parent_id is None:
+                break
+            depth += 1
+            if depth >= self.MAX_HIERARCHY_DEPTH:
+                logger.warning(
+                    "Hit MAX_HIERARCHY_DEPTH (%d) while calculating depth for span %016x",
+                    self.MAX_HIERARCHY_DEPTH,
+                    span_id,
+                )
+                break
+            current_id = parent_id
+
+        return depth
+
+    def is_ancestor(self, ancestor_id: int, descendant_id: int) -> bool:
+        """Check if ancestor_id is an ancestor of descendant_id.
+
+        Returns:
+            True if ancestor_id is an ancestor of descendant_id, False otherwise.
+            If MAX_HIERARCHY_DEPTH is reached, returns False.
+        """
+        current_id: Optional[int] = descendant_id
+        visited = set()
+        steps = 0
+
+        while current_id is not None and current_id not in visited:
+            if current_id == ancestor_id:
+                return True
+            visited.add(current_id)
+            current_id = self._parent_map.get(current_id)
+            steps += 1
+            if steps >= self.MAX_HIERARCHY_DEPTH:
+                logger.warning(
+                    "Hit MAX_HIERARCHY_DEPTH (%d) while checking ancestry between %016x and %016x",
+                    self.MAX_HIERARCHY_DEPTH,
+                    ancestor_id,
+                    descendant_id,
+                )
+                return False
+
+        return False
+
+    def clear(self) -> None:
+        """Clear all registered spans."""
+        self._spans.clear()
+        self._parent_map.clear()
+
+
+# Global span registry instance
+_span_registry = SpanRegistry()
+
+
+class UiPathSpanUtils:
+    """Static utility class to manage tracing implementations and decorated functions."""
+
+    _current_span_provider: Optional[Callable[[], Optional[Span]]] = None
+    _current_span_ancestors_provider: Optional[Callable[[], list[Span]]] = None
+
+    @staticmethod
+    def register_current_span_provider(
+        current_span_provider: Optional[Callable[[], Optional[Span]]],
+    ):
+        """Register a custom current span provider function.
+
+        Args:
+            current_span_provider: A function that returns the current span from an external
+                                 tracing framework. If None, no custom span parenting will be used.
+        """
+        UiPathSpanUtils._current_span_provider = current_span_provider
+
+    @staticmethod
+    def get_parent_context() -> context.Context:
+        """Get the parent context for span creation.
+
+        This method determines the correct parent context when creating a new traced span.
+        It handles scenarios where spans may exist in both OpenTelemetry's context (current_span)
+        and in an external tracing system (external_span), such as LangGraph.
+
+        The algorithm follows this priority:
+
+        1. **No spans available**: Returns the current OpenTelemetry context (empty context)
+
+        2. **Only current_span exists**: Returns a context with current_span set as parent
+           - This is the standard OpenTelemetry behavior for nested traced functions
+
+        3. **Only external_span exists**: Returns a context with external_span set as parent
+           - This occurs when an external tracing system (like LangGraph) has an active span
+             but there's no OTel span in the current call stack
+
+        4. **Both spans exist**: Calls `_get_bottom_most_span()` to determine which is deeper
+           - Uses the SpanRegistry to build parent-child relationships
+           - Returns the span that is closer to the "bottom" (leaf) of the trace tree
+           - This ensures new spans are always attached to the deepest/most specific parent
+
+        Context Sources:
+        - **current_span**: Retrieved from OpenTelemetry's `trace.get_current_span()`
+          - Represents the active OTel span in the current execution context
+          - Created by `@traced` decorators or manual span creation
+
+        - **external_span**: Retrieved from the registered custom span provider
+          - Set via `register_current_span_provider()`
+          - Typically provided by external frameworks (LangGraph, LangChain, etc.)
+          - Allows integration with tracing systems outside of OpenTelemetry
+
+        Returns:
+            context.Context: An OpenTelemetry context containing the appropriate parent span,
+                           or the current empty context if no spans are available
+
+        Example:
+            ```python
+            # Called by the @traced decorator when creating a new span:
+            ctx = UiPathTracingManager.get_parent_context()
+            with tracer.start_as_current_span("my_span", context=ctx) as span:
+                # New span will have the correct parent based on the logic above
+                pass
+            ```
+
+        See Also:
+            - `_get_bottom_most_span()`: Logic for choosing between two available spans
+            - `register_current_span_provider()`: Register external span provider
+            - `get_external_current_span()`: Retrieve span from external provider
+        """
+        current_span = trace.get_current_span()
+        has_current_span = (
+            current_span is not None and current_span.get_span_context().is_valid
+        )
+
+        external_span = UiPathSpanUtils.get_external_current_span()
+
+        # Only one or no spans available
+        if not has_current_span:
+            return (
+                set_span_in_context(external_span)
+                if external_span is not None
+                else context.get_current()
+            )
+        if external_span is None:
+            return set_span_in_context(current_span)
+
+        # Both spans exist - find the bottom-most one
+        bottom_span = UiPathSpanUtils._get_bottom_most_span(current_span, external_span)
+        return set_span_in_context(bottom_span)
+
+    @staticmethod
+    def _get_bottom_most_span(
+        current_span: Span,
+        external_span: Span,
+    ) -> Span:
+        """Determine which span is deeper in the ancestor tree.
+
+        Args:
+            current_span: The OTel current span
+            external_span: The external span from the provider
+
+        Returns:
+            The span that is deeper (closer to the bottom) in the call hierarchy
+        """
+        # Register both spans in the registry
+        _span_registry.register_span(current_span)
+        _span_registry.register_span(external_span)
+
+        # Also register external ancestors
+        external_ancestors = UiPathSpanUtils.get_ancestor_spans() or []
+        for ancestor in external_ancestors:
+            _span_registry.register_span(ancestor)
+
+        current_span_id = current_span.get_span_context().span_id
+        external_span_id = external_span.get_span_context().span_id
+
+        # Check if one span is an ancestor of the other
+        if _span_registry.is_ancestor(external_span_id, current_span_id):
+            logger.debug(
+                "Traced Context: current_span is a descendant of external_span -> returning current_span (deeper)"
+            )
+            return current_span
+        elif _span_registry.is_ancestor(current_span_id, external_span_id):
+            logger.debug(
+                "Traced Context: external_span is a descendant of current_span -> returning external_span (deeper)"
+            )
+            return external_span
+
+        # Neither is an ancestor of the other - they're in different branches
+        # Use depth as tiebreaker
+        current_depth = _span_registry.calculate_depth(current_span_id)
+        external_depth = _span_registry.calculate_depth(external_span_id)
+
+        if current_depth > external_depth:
+            logger.debug(
+                "Traced Context: Different branches, current_span is deeper (depth %d > %d) -> returning current_span",
+                current_depth,
+                external_depth,
+            )
+            return current_span
+        elif external_depth > current_depth:
+            logger.debug(
+                "Traced Context: Different branches, external_span is deeper (depth %d > %d) -> returning external_span",
+                external_depth,
+                current_depth,
+            )
+            return external_span
+        else:
+            # Same depth, different branches - default to external
+            logger.debug(
+                "Traced Context: Same depth (%d), different branches -> defaulting to external_span",
+                current_depth,
+            )
+            return external_span
+
+    @staticmethod
+    def get_external_current_span() -> Optional[Span]:
+        """Get the current span from the external provider, if any."""
+        if UiPathSpanUtils._current_span_provider is not None:
+            try:
+                return UiPathSpanUtils._current_span_provider()
+            except Exception as e:
+                logger.warning("Error getting current span from provider: %s", e)
+        return None
+
+    @staticmethod
+    def get_ancestor_spans() -> list[Span]:
+        """Get the ancestor spans from the registered provider, if any."""
+        if UiPathSpanUtils._current_span_ancestors_provider is not None:
+            try:
+                return UiPathSpanUtils._current_span_ancestors_provider()
+            except Exception as e:
+                logger.warning("Error getting ancestor spans from provider: %s", e)
+        return []
+
+    @staticmethod
+    def register_current_span_ancestors_provider(
+        current_span_ancestors_provider: Optional[Callable[[], list[Span]]],
+    ):
+        """Register a custom current span ancestors provider function.
+
+        Args:
+            current_span_ancestors_provider: A function that returns a list of ancestor spans
+                                           from an external tracing framework. If None, no custom
+                                           span ancestor information will be used.
+        """
+        UiPathSpanUtils._current_span_ancestors_provider = (
+            current_span_ancestors_provider
+        )
+
+    @staticmethod
+    def get_current_span_ancestors_provider():
+        """Get the currently set custom span ancestors provider."""
+        return UiPathSpanUtils._current_span_ancestors_provider
+
+
+__all__ = ["ParentedNonRecordingSpan", "UiPathSpanUtils"]
diff --git a/packages/uipath-core/src/uipath/core/tracing/trace_manager.py b/packages/uipath-core/src/uipath/core/tracing/trace_manager.py
new file mode 100644
index 000000000..481953c5b
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/trace_manager.py
@@ -0,0 +1,108 @@
+"""Tracing manager for handling tracer implementations and function registry."""
+
+from __future__ import annotations
+
+import contextlib
+from typing import Any, Generator, Optional
+
+from opentelemetry import trace
+from opentelemetry.sdk.trace import ReadableSpan, SpanProcessor, TracerProvider
+from opentelemetry.sdk.trace.export import SpanExporter
+from opentelemetry.util._decorator import _AgnosticContextManager
+
+from uipath.core.tracing.exporters import UiPathRuntimeExecutionSpanExporter
+from uipath.core.tracing.processors import (
+    UiPathExecutionBatchTraceProcessor,
+    UiPathExecutionSimpleTraceProcessor,
+)
+from uipath.core.tracing.types import UiPathTraceSettings
+
+
+class UiPathTraceManager:
+    """Trace manager.
+
+    NOTE: Instantiate trace manager only once.
+    """
+
+    def __init__(self):
+        """Initialize a trace manager."""
+        trace.set_tracer_provider(TracerProvider())
+        # If a previous provider set, reuse it.
+        current_provider = trace.get_tracer_provider()
+        assert isinstance(current_provider, TracerProvider), (
+            "An incompatible Otel TracerProvider was instantiated. Please check runtime configuration."
+        )
+        self.tracer_provider: TracerProvider = current_provider
+        self.tracer_span_processors: list[SpanProcessor] = []
+        self.execution_span_exporter = UiPathRuntimeExecutionSpanExporter()
+        self.add_span_exporter(self.execution_span_exporter)
+
+    def add_span_exporter(
+        self,
+        span_exporter: SpanExporter,
+        batch: bool = True,
+        settings: UiPathTraceSettings | None = None,
+    ) -> UiPathTraceManager:
+        """Add a span exporter to the tracer provider.
+
+        Args:
+            span_exporter: The exporter to add.
+            batch: Whether to use batch processing (default: True).
+            settings: Optional trace settings for filtering, etc.
+        """
+        span_processor: SpanProcessor
+        if batch:
+            span_processor = UiPathExecutionBatchTraceProcessor(span_exporter, settings)
+        else:
+            span_processor = UiPathExecutionSimpleTraceProcessor(
+                span_exporter, settings
+            )
+        self.tracer_span_processors.append(span_processor)
+        self.tracer_provider.add_span_processor(span_processor)
+        return self
+
+    def add_span_processor(
+        self,
+        span_processor: SpanProcessor,
+    ) -> UiPathTraceManager:
+        """Add a span processor to the tracer provider."""
+        self.tracer_span_processors.append(span_processor)
+        self.tracer_provider.add_span_processor(span_processor)
+        return self
+
+    def get_execution_spans(
+        self,
+        execution_id: str,
+    ) -> list[ReadableSpan]:
+        """Retrieve spans for a given execution id."""
+        return self.execution_span_exporter.get_spans(execution_id)
+
+    @contextlib.contextmanager
+    def start_execution_span(
+        self,
+        root_span: str,
+        execution_id: str,
+        attributes: Optional[dict[str, str]] = None,
+    ) -> Generator[_AgnosticContextManager[Any] | Any, Any, None]:
+        """Start an execution span."""
+        try:
+            tracer = trace.get_tracer("uipath-runtime")
+            span_attributes: dict[str, Any] = {}
+            if execution_id:
+                span_attributes["execution.id"] = execution_id
+            if attributes:
+                span_attributes.update(attributes)
+            with tracer.start_as_current_span(
+                root_span, attributes=span_attributes
+            ) as span:
+                yield span
+        finally:
+            self.flush_spans()
+
+    def flush_spans(self) -> None:
+        """Flush all span processors."""
+        for span_processor in self.tracer_span_processors:
+            span_processor.force_flush()
+
+
+__all__ = ["UiPathTraceManager"]
diff --git a/packages/uipath-core/src/uipath/core/tracing/types.py b/packages/uipath-core/src/uipath/core/tracing/types.py
new file mode 100644
index 000000000..7130718f3
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/tracing/types.py
@@ -0,0 +1,21 @@
+"""Tracing types for UiPath SDK."""
+
+from typing import Callable
+
+from opentelemetry.sdk.trace import ReadableSpan
+from pydantic import BaseModel, Field
+
+
+class UiPathTraceSettings(BaseModel):
+    """Trace settings for UiPath SDK."""
+
+    model_config = {"arbitrary_types_allowed": True}  # Needed for Callable
+
+    span_filter: Callable[[ReadableSpan], bool] | None = Field(
+        default=None,
+        description=(
+            "Optional filter to decide whether a span should be exported. "
+            "Called when a span ends with a ReadableSpan argument. "
+            "Return True to export, False to skip."
+        ),
+    )
diff --git a/packages/uipath-core/src/uipath/core/triggers/__init__.py b/packages/uipath-core/src/uipath/core/triggers/__init__.py
new file mode 100644
index 000000000..400462277
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/triggers/__init__.py
@@ -0,0 +1,15 @@
+"""Module containing UiPath trigger definitions."""
+
+__all__ = [
+    "UiPathResumeTrigger",
+    "UiPathResumeTriggerType",
+    "UiPathApiTrigger",
+    "UiPathResumeTriggerName",
+]
+
+from uipath.core.triggers.trigger import (
+    UiPathApiTrigger,
+    UiPathResumeTrigger,
+    UiPathResumeTriggerName,
+    UiPathResumeTriggerType,
+)
diff --git a/packages/uipath-core/src/uipath/core/triggers/trigger.py b/packages/uipath-core/src/uipath/core/triggers/trigger.py
new file mode 100644
index 000000000..424245079
--- /dev/null
+++ b/packages/uipath-core/src/uipath/core/triggers/trigger.py
@@ -0,0 +1,72 @@
+"""Module defining resume trigger types and data models."""
+
+from enum import Enum
+from typing import Any
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class UiPathResumeTriggerType(str, Enum):
+    """Constants representing different types of resume job triggers in the system."""
+
+    NONE = "None"
+    QUEUE_ITEM = "QueueItem"
+    JOB = "Job"
+    TASK = "Task"
+    TIMER = "Timer"
+    INBOX = "Inbox"
+    API = "Api"
+    DEEP_RAG = "DeepRag"
+    BATCH_RAG = "BatchRag"
+    INDEX_INGESTION = "IndexIngestion"
+    IXP_EXTRACTION = "IxpExtraction"
+    IXP_VS_ESCALATION = "IxpVsEscalation"
+
+
+class UiPathResumeTriggerName(str, Enum):
+    """Constants representing specific names for resume job triggers in the system."""
+
+    UNKNOWN = "Unknown"
+    QUEUE_ITEM = "QueueItem"
+    JOB = "Job"
+    TASK = "Task"
+    ESCALATION = "Escalation"
+    TIMER = "Timer"
+    INBOX = "Inbox"
+    API = "Api"
+    DEEP_RAG = "DeepRag"
+    BATCH_RAG = "BatchRag"
+    INDEX_INGESTION = "IndexIngestion"
+    EXTRACTION = "Extraction"
+    IXP_VS_ESCALATION = "IxpVsEscalation"
+    JOB_RAW = "JobRaw"
+    INDEX_INGESTION_RAW = "IndexIngestionRaw"
+    DEEP_RAG_RAW = "DeepRagRaw"
+
+
+class UiPathApiTrigger(BaseModel):
+    """API resume trigger request."""
+
+    inbox_id: str | None = Field(default=None, alias="inboxId")
+    request: Any = None
+
+    model_config = ConfigDict(validate_by_name=True)
+
+
+class UiPathResumeTrigger(BaseModel):
+    """Information needed to resume execution."""
+
+    interrupt_id: str | None = Field(default=None, alias="interruptId")
+    trigger_type: UiPathResumeTriggerType = Field(
+        default=UiPathResumeTriggerType.API, alias="triggerType"
+    )
+    trigger_name: UiPathResumeTriggerName = Field(
+        default=UiPathResumeTriggerName.UNKNOWN, alias="triggerName", exclude=True
+    )
+    item_key: str | None = Field(default=None, alias="itemKey")
+    api_resume: UiPathApiTrigger | None = Field(default=None, alias="apiResume")
+    folder_path: str | None = Field(default=None, alias="folderPath")
+    folder_key: str | None = Field(default=None, alias="folderKey")
+    payload: Any | None = Field(default=None, alias="interruptObject", exclude=True)
+
+    model_config = ConfigDict(validate_by_name=True)
diff --git a/packages/uipath-core/tests/__init__.py b/packages/uipath-core/tests/__init__.py
new file mode 100644
index 000000000..6152bacfc
--- /dev/null
+++ b/packages/uipath-core/tests/__init__.py
@@ -0,0 +1,4 @@
+"""
+Test suite for UiPath Runtime SDK.
+Contains test cases for all runtime abstractions.
+"""
diff --git a/packages/uipath-core/tests/conftest.py b/packages/uipath-core/tests/conftest.py
new file mode 100644
index 000000000..ed5b894e0
--- /dev/null
+++ b/packages/uipath-core/tests/conftest.py
@@ -0,0 +1,50 @@
+"""Shared pytest fixtures for all tests."""
+
+import pytest
+from opentelemetry import trace
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.trace.export import SimpleSpanProcessor
+from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter
+
+
+class SpanCapture:
+    """Helper to capture and analyze spans."""
+
+    def __init__(self):
+        self.exporter = InMemorySpanExporter()
+        self.provider = TracerProvider()
+        self.provider.add_span_processor(SimpleSpanProcessor(self.exporter))
+        trace.set_tracer_provider(self.provider)
+
+    def get_spans(self):
+        """Get all captured spans."""
+        return self.exporter.get_finished_spans()
+
+    def clear(self):
+        """Clear captured spans."""
+        self.exporter.clear()
+
+    def print_hierarchy(self):
+        """Print the span hierarchy for debugging."""
+        spans = self.get_spans()
+        print("\n=== Span Hierarchy ===")
+        for span in spans:
+            parent_id = span.parent.span_id if span.parent else "ROOT"
+            print(f"  {span.name}")
+            print(f"    Span ID: {span.context.span_id}")
+            print(f"    Parent ID: {parent_id}")
+            print(f"    Trace ID: {span.context.trace_id}")
+        print("======================\n")
+
+
+@pytest.fixture(scope="session")
+def span_capture() -> SpanCapture:
+    """Fixture to capture spans - created once for entire test session."""
+    return SpanCapture()
+
+
+@pytest.fixture(autouse=True)
+def clear_spans_between_tests(span_capture: SpanCapture):
+    """Clear captured spans before each test."""
+    span_capture.clear()
+    yield
diff --git a/src/uipath/_cli/_evals/__init__.py b/packages/uipath-core/tests/errors/__init__.py
similarity index 100%
rename from src/uipath/_cli/_evals/__init__.py
rename to packages/uipath-core/tests/errors/__init__.py
diff --git a/packages/uipath-core/tests/errors/test_trigger_errors.py b/packages/uipath-core/tests/errors/test_trigger_errors.py
new file mode 100644
index 000000000..93dd72363
--- /dev/null
+++ b/packages/uipath-core/tests/errors/test_trigger_errors.py
@@ -0,0 +1,65 @@
+"""Tests for UiPath trigger error classes."""
+
+from uipath.core.errors import (
+    ErrorCategory,
+    UiPathFaultedTriggerError,
+    UiPathPendingTriggerError,
+)
+
+
+class TestUiPathFaultedTriggerError:
+    """Test UiPathFaultedTriggerError constructor and behavior."""
+
+    def test_init_with_detail(self) -> None:
+        """Test that category, message, and detail are stored and str includes both."""
+        err = UiPathFaultedTriggerError(
+            category=ErrorCategory.USER,
+            message="Something failed",
+            detail="missing input",
+        )
+        assert err.category == ErrorCategory.USER
+        assert err.message == "Something failed"
+        assert err.detail == "missing input"
+        assert str(err) == "Something failed: missing input"
+
+    def test_init_without_detail(self) -> None:
+        """Test that detail defaults to empty string and str is just the message."""
+        err = UiPathFaultedTriggerError(
+            category=ErrorCategory.SYSTEM,
+            message="Internal error",
+        )
+        assert err.category == ErrorCategory.SYSTEM
+        assert err.message == "Internal error"
+        assert err.detail == ""
+        assert str(err) == "Internal error"
+
+    def test_is_exception(self) -> None:
+        """Test that the error can be raised and caught as an Exception."""
+        with __import__("pytest").raises(UiPathFaultedTriggerError, match="boom"):
+            raise UiPathFaultedTriggerError(
+                category=ErrorCategory.DEPLOYMENT,
+                message="boom",
+            )
+
+
+class TestUiPathPendingTriggerError:
+    """Test UiPathPendingTriggerError inherits correctly."""
+
+    def test_inherits_faulted_trigger_error(self) -> None:
+        """Test that PendingTriggerError is a subclass of FaultedTriggerError."""
+        err = UiPathPendingTriggerError(
+            category=ErrorCategory.UNKNOWN,
+            message="Pending",
+            detail="waiting for response",
+        )
+        assert isinstance(err, UiPathFaultedTriggerError)
+        assert err.category == ErrorCategory.UNKNOWN
+        assert str(err) == "Pending: waiting for response"
+
+    def test_catchable_as_faulted(self) -> None:
+        """Test that PendingTriggerError can be caught as FaultedTriggerError."""
+        with __import__("pytest").raises(UiPathFaultedTriggerError):
+            raise UiPathPendingTriggerError(
+                category=ErrorCategory.USER,
+                message="still pending",
+            )
diff --git a/src/uipath/_cli/models/__init__.py b/packages/uipath-core/tests/feature_flags/__init__.py
similarity index 100%
rename from src/uipath/_cli/models/__init__.py
rename to packages/uipath-core/tests/feature_flags/__init__.py
diff --git a/packages/uipath-core/tests/feature_flags/test_feature_flags.py b/packages/uipath-core/tests/feature_flags/test_feature_flags.py
new file mode 100644
index 000000000..8193d74e5
--- /dev/null
+++ b/packages/uipath-core/tests/feature_flags/test_feature_flags.py
@@ -0,0 +1,167 @@
+"""Unit tests for the feature flags registry."""
+
+from typing import TYPE_CHECKING
+
+from uipath.core.feature_flags import FeatureFlags
+from uipath.core.feature_flags.feature_flags import _parse_env_value
+
+if TYPE_CHECKING:
+    from _pytest.monkeypatch import MonkeyPatch
+
+
+class TestParseEnvValue:
+    """Tests for _parse_env_value."""
+
+    def test_true_string(self) -> None:
+        assert _parse_env_value("true") is True
+
+    def test_true_uppercase(self) -> None:
+        assert _parse_env_value("TRUE") is True
+
+    def test_true_mixed_case(self) -> None:
+        assert _parse_env_value("True") is True
+
+    def test_false_string(self) -> None:
+        assert _parse_env_value("false") is False
+
+    def test_false_uppercase(self) -> None:
+        assert _parse_env_value("FALSE") is False
+
+    def test_string_passthrough(self) -> None:
+        assert _parse_env_value("gpt-4") == "gpt-4"
+
+    def test_empty_string(self) -> None:
+        assert _parse_env_value("") == ""
+
+    def test_numeric_string(self) -> None:
+        assert _parse_env_value("42") == "42"
+
+    def test_json_dict(self) -> None:
+        result = _parse_env_value('{"model": "gpt-4", "enabled": true}')
+        assert result == {"model": "gpt-4", "enabled": True}
+
+    def test_json_list(self) -> None:
+        result = _parse_env_value('["a", "b", "c"]')
+        assert result == ["a", "b", "c"]
+
+    def test_json_nested_dict(self) -> None:
+        result = _parse_env_value('{"outer": {"inner": 1}}')
+        assert result == {"outer": {"inner": 1}}
+
+    def test_float_string_stays_string(self) -> None:
+        assert _parse_env_value("3.14") == "3.14"
+
+    def test_plain_string_not_json(self) -> None:
+        assert _parse_env_value("gpt-4") == "gpt-4"
+
+
+class TestConfigureFlags:
+    """Tests for configure_flags / reset_flags."""
+
+    def setup_method(self) -> None:
+        FeatureFlags.reset_flags()
+
+    def test_configure_sets_flags(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True, "FeatureB": "value"})
+        assert FeatureFlags.get_flag("FeatureA") is True
+        assert FeatureFlags.get_flag("FeatureB") == "value"
+
+    def test_configure_merges(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True})
+        FeatureFlags.configure_flags({"FeatureB": False})
+        assert FeatureFlags.get_flag("FeatureA") is True
+        assert FeatureFlags.get_flag("FeatureB") is False
+
+    def test_configure_overwrites(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True})
+        FeatureFlags.configure_flags({"FeatureA": False})
+        assert FeatureFlags.get_flag("FeatureA") is False
+
+    def test_reset_clears_all(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True})
+        FeatureFlags.reset_flags()
+        assert FeatureFlags.get_flag("FeatureA") is None
+
+
+class TestGetFlag:
+    """Tests for get_flag."""
+
+    def setup_method(self) -> None:
+        FeatureFlags.reset_flags()
+
+    def test_returns_default_when_unset(self) -> None:
+        assert FeatureFlags.get_flag("Missing") is None
+
+    def test_returns_custom_default(self) -> None:
+        assert FeatureFlags.get_flag("Missing", default="fallback") == "fallback"
+
+    def test_returns_configured_value(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": "hello"})
+        assert FeatureFlags.get_flag("FeatureA") == "hello"
+
+    def test_configured_value_takes_precedence_over_env_var(
+        self, monkeypatch: "MonkeyPatch"
+    ) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True})
+        monkeypatch.setenv("UIPATH_FEATURE_FeatureA", "false")
+        assert FeatureFlags.get_flag("FeatureA") is True
+
+    def test_env_var_used_when_nothing_configured(
+        self, monkeypatch: "MonkeyPatch"
+    ) -> None:
+        monkeypatch.setenv("UIPATH_FEATURE_X", "custom")
+        assert FeatureFlags.get_flag("X", default="other") == "custom"
+
+    def test_env_var_string_value(self, monkeypatch: "MonkeyPatch") -> None:
+        monkeypatch.setenv("UIPATH_FEATURE_Model", "gpt-4-turbo")
+        assert FeatureFlags.get_flag("Model") == "gpt-4-turbo"
+
+    def test_env_var_json_dict(self, monkeypatch: "MonkeyPatch") -> None:
+        monkeypatch.setenv("UIPATH_FEATURE_Models", '{"gpt-4": true, "claude": false}')
+        assert FeatureFlags.get_flag("Models") == {"gpt-4": True, "claude": False}
+
+    def test_env_var_json_list(self, monkeypatch: "MonkeyPatch") -> None:
+        monkeypatch.setenv("UIPATH_FEATURE_AllowedModels", '["gpt-4", "claude"]')
+        assert FeatureFlags.get_flag("AllowedModels") == ["gpt-4", "claude"]
+
+
+class TestIsFlagEnabled:
+    """Tests for is_flag_enabled."""
+
+    def setup_method(self) -> None:
+        FeatureFlags.reset_flags()
+
+    def test_enabled_flag(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True})
+        assert FeatureFlags.is_flag_enabled("FeatureA") is True
+
+    def test_disabled_flag(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": False})
+        assert FeatureFlags.is_flag_enabled("FeatureA") is False
+
+    def test_missing_flag_defaults_false(self) -> None:
+        assert FeatureFlags.is_flag_enabled("Missing") is False
+
+    def test_missing_flag_custom_default(self) -> None:
+        assert FeatureFlags.is_flag_enabled("Missing", default=True) is True
+
+    def test_truthy_string_is_enabled(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": "some-value"})
+        assert FeatureFlags.is_flag_enabled("FeatureA") is True
+
+    def test_none_is_disabled(self) -> None:
+        FeatureFlags.configure_flags({"FeatureA": None})
+        assert FeatureFlags.is_flag_enabled("FeatureA") is False
+
+    def test_configured_value_takes_precedence_over_env_var(
+        self, monkeypatch: "MonkeyPatch"
+    ) -> None:
+        FeatureFlags.configure_flags({"FeatureA": True})
+        monkeypatch.setenv("UIPATH_FEATURE_FeatureA", "false")
+        assert FeatureFlags.is_flag_enabled("FeatureA") is True
+
+    def test_env_var_used_when_nothing_configured(
+        self, monkeypatch: "MonkeyPatch"
+    ) -> None:
+        monkeypatch.setenv("UIPATH_FEATURE_FeatureA", "true")
+        assert FeatureFlags.is_flag_enabled("FeatureA") is True
diff --git a/packages/uipath-core/tests/guardrails/test_deterministic_guardrails_service.py b/packages/uipath-core/tests/guardrails/test_deterministic_guardrails_service.py
new file mode 100644
index 000000000..0bafde94f
--- /dev/null
+++ b/packages/uipath-core/tests/guardrails/test_deterministic_guardrails_service.py
@@ -0,0 +1,1569 @@
+import re
+from typing import Any
+
+import pytest
+
+from uipath.core.guardrails import (
+    AllFieldsSelector,
+    ApplyTo,
+    BooleanRule,
+    DeterministicGuardrail,
+    DeterministicGuardrailsService,
+    FieldReference,
+    FieldSource,
+    GuardrailScope,
+    GuardrailSelector,
+    GuardrailValidationResultType,
+    NumberRule,
+    SpecificFieldsSelector,
+    UniversalRule,
+    WordRule,
+)
+
+
+@pytest.fixture
+def service() -> DeterministicGuardrailsService:
+    return DeterministicGuardrailsService()
+
+
+class TestDeterministicGuardrailsService:
+    """Test GuardrailsService functionality."""
+
+    def test_evaluate_post_deterministic_guardrail_validation_passed(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation with passing rules."""
+        # Create a deterministic guardrail matching the C# example
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Pre execution Guardrail",
+            description="Test pre-execution guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+            ],
+        )
+
+        # Input data matching the C# example
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for output data."
+
+    def test_evaluate_post_deterministic_guardrail_validation_passes_when_input_data_dont_violates_all_the_rules(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation fails when age is too low."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Pre execution Guardrail",
+            description="Test pre-execution guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        # Input data with age < 21
+        input_data = {
+            "userName": "John",
+            "age": 18,
+            "isActive": True,
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert (
+            result.reason
+            == "Input data didn't match the guardrail condition: [isActive] comparing function [(b): b is not True]"
+        )
+
+    def test_evaluate_post_deterministic_guardrail_validation_passes_when_input_and_output_data_dont_violates_all_the_rules(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation fails when isActive is False."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Pre execution Guardrail",
+            description="Test pre-execution guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        # Input data with isActive = False
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": False,
+        }
+        output_data = {
+            "status": 200,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert (
+            result.reason
+            == "Input data didn't match the guardrail condition: [age] comparing function [(n): n < 21.0]"
+        )
+
+    def test_evaluate_post_deterministic_guardrail_uses_rule_description(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Ensure rule_description is returned when a rule fails validation."""
+        friendly_description = "Username must include 'te' and a digit"
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-rule-desc-id",
+            name="Regex Guardrail With Description",
+            description="Test regex guardrail with description",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="userName", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    rule_description=friendly_description,
+                    detects_violation=lambda s: not bool(re.search(".*te.*3.*", s)),
+                ),
+            ],
+        )
+
+        # Input data with userName that doesn't match the regex pattern
+        input_data = {
+            "userName": "test",
+        }
+
+        result = service.evaluate_pre_deterministic_guardrail(
+            input_data=input_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert (
+            result.reason
+            == "Data matched all guardrail conditions: [Username must include 'te' and a digit]"
+        )
+
+    def test_evaluate_post_deterministic_guardrail_passes_validation_when_no_output_rules(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation passes when regex matches."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Regex Guardrail",
+            description="Test regex guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="userName", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda s: not bool(re.search(".*te.*3.*", s)),
+                ),
+            ],
+        )
+
+        # Input data with userName that matches the regex pattern
+        input_data = {
+            "userName": "test123",
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for output data."
+
+    def test_evaluate_post_deterministic_guardrail_failes_validation_when_data_macthes_rules(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation fails when regex doesn't match."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Regex Guardrail",
+            description="Test regex guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="userName", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda s: not bool(re.search(".*te.*3.*", s)),
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        # Input data with userName that doesn't match the regex pattern
+        input_data = {
+            "userName": "test",
+        }
+        output_data = {
+            "status": 201,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        expected_reason = (
+            "Data matched all guardrail conditions: [[userName] comparing function "
+            '[(s): not bool(re.search(".*te.*3.*", s))], '
+            "[status] comparing function [(n): n != 200.0]]"
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert result.reason == expected_reason
+
+    def test_evaluate_post_deterministic_guardrail_word_contains_substring_detects_violation(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation fails when string contains forbidden substring."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Word Contains Guardrail",
+            description="Test word contains guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="userName", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda s: "dre" in s,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        # Input data with userName that contains "dre" - should fail
+        input_data = {
+            "userName": "andrei",
+        }
+        output_data = {
+            "status": 201,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert (
+            result.reason
+            == "Data matched all guardrail conditions: [[userName] comparing function "
+            '[(s): "dre" in s], [status] comparing function [(n): n != 200.0]]'
+        )
+
+    def test_evaluate_post_deterministic_guardrail_number_func_passes_when_no_input_rules(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation passes when number func returns True."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Number Func Guardrail",
+            description="Test number func guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 18 or n > 65,
+                ),
+            ],
+        )
+
+        # Input data with age that passes the function check
+        input_data = {
+            "age": 25,
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for output data."
+
+    def test_evaluate_post_deterministic_guardrail_number_func_negative(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail validation fails when number func returns False."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-deterministic-id",
+            name="Number Func Guardrail",
+            description="Test number func guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 18 or n > 65,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        # Input data with age that fails the function check
+        input_data = {
+            "age": 70,
+        }
+        output_data = {
+            "status": 201,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+
+    def test_evaluate_post_execution_pases_when_only_some_rules_not_met(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test post-execution guardrail passes when only some rules are not met."""
+        guardrail = self._create_guardrail_for_pre_execution()
+        input_data = {
+            "userName": "John",
+            "age": 18,  # Less than 21
+            "isActive": True,
+        }
+        output_data = {
+            "status": 200,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_should_ignore_post_execution_guardrail_for_pre_execution_returns_false(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test that pre-execution guardrail ignores post-execution data."""
+        guardrail = self._create_guardrail_for_post_execution()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        # Should fail because post-execution guardrail needs output data
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_should_trigger_policy_post_execution_guardrail_for_pre_execution_returns_false(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test that pre-execution guardrail does not trigger in post-execution."""
+        guardrail = self._create_guardrail_for_pre_execution()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        # Pre-execution guardrail should still pass in post-execution
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_should_trigger_policy_post_execution_with_output_fields_when_no_violation_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        guardrail = self._create_guardrail_for_post_execution()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_with_output_fields_when_only_input_conditions_violated_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        guardrail = self._create_guardrail_for_post_execution()
+        input_data = {
+            "userName": "John",
+            "age": 18,  # Less than 21
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_with_input_and_output_fields_output_when_only_output_conditions_violated_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        guardrail = self._create_guardrail_for_post_execution()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 400,  # Not 200
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_multiple_rules_when_all_conditions_when_no_condition_is_violated_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        guardrail = self._create_guardrail_with_multiple_rules()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_rule_with_multiple_conditions_when_no_condition_is_violated_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test guardrail with rule having multiple conditions passes when all are met."""
+        guardrail = self._create_guardrail_with_rule_having_multiple_conditions()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_rule_with_multiple_conditions_when_only_some_conditions_are_violated_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test guardrail with multiple conditions fails when one condition is not met."""
+        guardrail = self._create_guardrail_with_rule_having_multiple_conditions()
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": False,  # Not True
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_rule_with_multiple_conditions_when_all_condition_are_violated_then_returns_false(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test guardrail with multiple conditions fails when one condition is not met."""
+        guardrail = self._create_guardrail_with_rule_having_multiple_conditions()
+        input_data = {
+            "userName": "John",
+            "age": 15,  # < 18
+            "isActive": False,  # Not True
+        }
+        output_data = {
+            "result": "Success",
+            "status": 201,  # Not 200
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+
+    def test_post_execution_with_all_fields_selector_when_no_field_violates_condition_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test guardrail with AllFieldsSelector passes when output has matching fields."""
+        guardrail = DeterministicGuardrail(
+            id="test-all-fields-id",
+            name="Guardrail With All Fields Selector",
+            description="Test all fields selector",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=AllFieldsSelector(
+                        selector_type="all", sources=[FieldSource.OUTPUT]
+                    ),
+                    detects_violation=lambda n: n != 25.0,
+                ),
+            ],
+        )
+
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 25,  # Doesn't match the rule value
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_post_execution_with_all_fields_selector_when_all_fields_violate_condition_then_returns_false(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        guardrail = DeterministicGuardrail(
+            id="test-all-fields-id",
+            name="Guardrail With All Fields Selector",
+            description="Test all fields selector",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=AllFieldsSelector(
+                        selector_type="all", sources=[FieldSource.OUTPUT]
+                    ),
+                    detects_violation=lambda n: n != 25.0,
+                ),
+            ],
+        )
+
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 20,  # Matches the rule value
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+
+    def test_post_execution_with_all_fields_selector_when_empty_output_schema_then_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test guardrail with AllFieldsSelector fails when output is empty."""
+        guardrail = DeterministicGuardrail(
+            id="test-all-fields-id",
+            name="Guardrail With All Fields Selector",
+            description="Test all fields selector",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=AllFieldsSelector(
+                        selector_type="all", sources=[FieldSource.INPUT]
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data: dict[str, Any] = {}  # Empty output
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_should_trigger_policy_pre_execution_always_rule_with_input_apply_to_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test UniversalRule with INPUT ApplyTo triggers in pre-execution."""
+        guardrail = self._create_guardrail_with_always_rule(ApplyTo.INPUT)
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+
+        result = service.evaluate_pre_deterministic_guardrail(
+            input_data=input_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert result.reason == "Always rule enforced"
+
+    def test_should_trigger_policy_pre_execution_always_rule_with_output_apply_to_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test UniversalRule with OUTPUT ApplyTo does not trigger in pre-execution."""
+        guardrail = self._create_guardrail_with_always_rule(ApplyTo.OUTPUT)
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for input data"
+
+    def test_should_trigger_policy_pre_execution_always_rule_with_input_and_output_apply_to_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test UniversalRule with INPUT_AND_OUTPUT ApplyTo triggers in pre-execution."""
+        guardrail = self._create_guardrail_with_always_rule(ApplyTo.INPUT_AND_OUTPUT)
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert result.reason == "Always rule enforced"
+
+    def test_should_trigger_policy_post_execution_always_rule_with_input_apply_to_returns_false(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test UniversalRule with INPUT ApplyTo does not trigger in post-execution."""
+        guardrail = self._create_guardrail_with_always_rule(ApplyTo.INPUT)
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for output data."
+
+    def test_should_trigger_policy_post_execution_always_rule_with_output_apply_to_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test UniversalRule with OUTPUT ApplyTo triggers in post-execution."""
+        guardrail = self._create_guardrail_with_always_rule(ApplyTo.OUTPUT)
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert result.reason == "Always rule enforced"
+
+    def test_should_trigger_policy_post_execution_always_rule_with_input_and_output_apply_to_returns_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test UniversalRule with INPUT_AND_OUTPUT ApplyTo triggers in post-execution."""
+        guardrail = self._create_guardrail_with_always_rule(ApplyTo.INPUT_AND_OUTPUT)
+        input_data = {
+            "userName": "John",
+            "age": 25,
+            "isActive": True,
+        }
+        output_data = {
+            "result": "Success",
+            "status": 200,
+            "success": True,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert result.reason == "Always rule enforced"
+
+        # Helper methods to create guardrails
+
+    def _create_guardrail_for_pre_execution(self) -> DeterministicGuardrail:
+        """Create a guardrail for pre-execution testing."""
+        return DeterministicGuardrail(
+            id="test-pre-exec-id",
+            name="Pre execution Guardrail",
+            description="Test pre-execution guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+    def _create_guardrail_for_post_execution(self) -> DeterministicGuardrail:
+        """Create a guardrail for post-execution testing."""
+        return DeterministicGuardrail(
+            id="test-post-exec-id",
+            name="Guardrail for Post execution",
+            description="Test post-execution guardrail",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+    def _create_guardrail_with_multiple_rules(self) -> DeterministicGuardrail:
+        """Create a guardrail with multiple rules."""
+        return DeterministicGuardrail(
+            id="test-multiple-rules-id",
+            name="Guardrail With Multiple Rules",
+            description="Test guardrail with multiple rules",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+    def _create_guardrail_with_rule_having_multiple_conditions(
+        self,
+    ) -> DeterministicGuardrail:
+        """Create a guardrail with rule having multiple conditions."""
+        return DeterministicGuardrail(
+            id="test-multiple-conditions-id",
+            name="Guardrail With Rule Having Multiple Conditions",
+            description="Test guardrail with multiple conditions",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+    def test_evaluate_post_deterministic_guardrail_word_contains_operator_passes(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test deterministic guardrail with word contains operator passes for pre-execution."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="b4283bd4-5ce0-49de-a918-2604d830460c",
+            name="Before",
+            description="",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["ConverterToStringAgent"]
+            ),
+            rules=[
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(
+                                path="input_string", source=FieldSource.INPUT
+                            )
+                        ],
+                    ),
+                    detects_violation=lambda s: "cti" in s,
+                ),
+            ],
+        )
+
+        # Input data without "cti" in input_string - should pass
+        input_data = {
+            "input_string": "test value",
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for output data."
+
+    def test_evaluate_post_deterministic_guardrail_only_output_rules_passes(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test post guardrail with only output rules passes when conditions are met."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-only-output-id",
+            name="Output Only Guardrail",
+            description="Test guardrail with only output rules",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="result", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda s: s != "Success",
+                ),
+            ],
+        )
+
+        input_data = {
+            "userName": "John",
+        }
+        output_data = {
+            "status": 200,
+            "result": "Success",
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert (
+            result.reason
+            == "Output data didn't match the guardrail condition: [status] comparing function [(n): n != 200.0]"
+        )
+
+    def test_evaluate_post_deterministic_guardrail_only_always_rule_fails(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test post guardrail with only UniversalRule always fails."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-only-always-id",
+            name="Always Rule Only Guardrail",
+            description="Test guardrail with only always rule",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                UniversalRule(
+                    rule_type="always",
+                    apply_to=ApplyTo.OUTPUT,
+                ),
+            ],
+        )
+
+        input_data = {
+            "userName": "John",
+        }
+        output_data = {
+            "status": 200,
+        }
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.VALIDATION_FAILED
+        assert result.reason == "Always rule enforced"
+
+    def test_evaluate_post_deterministic_guardrail_only_input_rules_passes(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test post guardrail passes when only input rules exist (no output data required)."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-only-input-id",
+            name="Input Only Guardrail",
+            description="Test guardrail with only input rules",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 18,
+                ),
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="name", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda s: len(s) < 2,
+                ),
+            ],
+        )
+
+        input_data = {
+            "age": 25,
+            "name": "John",
+        }
+        output_data: dict[str, Any] = {}
+
+        result = service.evaluate_post_deterministic_guardrail(
+            input_data=input_data,
+            output_data=output_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+        assert result.reason == "No rules to apply for output data."
+
+    def test_evaluate_pre_deterministic_guardrail_with_input_and_output_rules_input_true(
+        self,
+        service: DeterministicGuardrailsService,
+    ) -> None:
+        """Test pre-execution guardrail with input rule and output rules, should pass because is ignored."""
+        deterministic_guardrail = DeterministicGuardrail(
+            id="test-pre-mixed-rules-id",
+            name="Pre Execution Mixed Rules Guardrail",
+            description="Test pre-execution with both input and output rules",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n < 21.0,
+                ),
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="isActive", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is not True,
+                ),
+                # Output rule - should be ignored in pre-execution
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="status", source=FieldSource.OUTPUT)
+                        ],
+                    ),
+                    detects_violation=lambda n: n != 200.0,
+                ),
+            ],
+        )
+
+        input_data = {
+            "userName": "John",
+            "age": 18,
+            "isActive": True,
+        }
+
+        result = service.evaluate_pre_deterministic_guardrail(
+            input_data=input_data,
+            guardrail=deterministic_guardrail,
+        )
+
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def _create_guardrail_with_always_rule(
+        self, apply_to: ApplyTo
+    ) -> DeterministicGuardrail:
+        """Create a guardrail with an AlwaysRule (UniversalRule)."""
+        return DeterministicGuardrail(
+            id="test-always-rule-id",
+            name="Guardrail With Always Rule",
+            description="Test guardrail with always rule",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                UniversalRule(
+                    rule_type="always",
+                    apply_to=apply_to,
+                ),
+            ],
+        )
+
+
+class TestMissingFieldPassesValidation:
+    """Test that rules referencing missing fields pass validation."""
+
+    def test_word_rule_missing_field_passes(
+        self, service: DeterministicGuardrailsService
+    ) -> None:
+        guardrail = DeterministicGuardrail(
+            id="test-missing-field",
+            name="Missing Field Guardrail",
+            description="Test missing field",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                WordRule(
+                    rule_type="word",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="sentence2", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda s: len(s or "") > 0,
+                    rule_description="sentence2 is not empty",
+                ),
+            ],
+        )
+        result = service._evaluate_deterministic_guardrail(
+            input_data={"sentence1": "hello"},
+            output_data={},
+            guardrail=guardrail,
+        )
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_number_rule_missing_field_passes(
+        self, service: DeterministicGuardrailsService
+    ) -> None:
+        guardrail = DeterministicGuardrail(
+            id="test-missing-field",
+            name="Missing Field Guardrail",
+            description="Test missing field",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                NumberRule(
+                    rule_type="number",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[FieldReference(path="age", source=FieldSource.INPUT)],
+                    ),
+                    detects_violation=lambda n: n is not None and n < 0,
+                    rule_description="age is negative",
+                ),
+            ],
+        )
+        result = service._evaluate_deterministic_guardrail(
+            input_data={"name": "test"},
+            output_data={},
+            guardrail=guardrail,
+        )
+        assert result.result == GuardrailValidationResultType.PASSED
+
+    def test_boolean_rule_missing_field_passes(
+        self, service: DeterministicGuardrailsService
+    ) -> None:
+        guardrail = DeterministicGuardrail(
+            id="test-missing-field",
+            name="Missing Field Guardrail",
+            description="Test missing field",
+            enabled_for_evals=True,
+            guardrail_type="custom",
+            selector=GuardrailSelector(
+                scopes=[GuardrailScope.TOOL], match_names=["test"]
+            ),
+            rules=[
+                BooleanRule(
+                    rule_type="boolean",
+                    field_selector=SpecificFieldsSelector(
+                        selector_type="specific",
+                        fields=[
+                            FieldReference(path="is_active", source=FieldSource.INPUT)
+                        ],
+                    ),
+                    detects_violation=lambda b: b is False,
+                    rule_description="is_active is false",
+                ),
+            ],
+        )
+        result = service._evaluate_deterministic_guardrail(
+            input_data={"name": "test"},
+            output_data={},
+            guardrail=guardrail,
+        )
+        assert result.result == GuardrailValidationResultType.PASSED
diff --git a/packages/uipath-core/tests/guardrails/test_guardrails_models.py b/packages/uipath-core/tests/guardrails/test_guardrails_models.py
new file mode 100644
index 000000000..954cdd41c
--- /dev/null
+++ b/packages/uipath-core/tests/guardrails/test_guardrails_models.py
@@ -0,0 +1,53 @@
+"""Tests for guardrails models normalization validators."""
+
+from typing import TYPE_CHECKING
+
+from uipath.core.guardrails import (
+    AllFieldsSelector,
+    FieldReference,
+    FieldSource,
+)
+
+if TYPE_CHECKING:
+    pass
+
+
+class TestGuardrailsModelsNormalization:
+    """Test guardrails models field normalization."""
+
+    def test_field_reference_normalizes_capitalized_source(
+        self,
+    ) -> None:
+        """Test that FieldReference normalizes capitalized source values to lowercase."""
+        # Create FieldReference with capitalized "Input" - should normalize to FieldSource.INPUT
+        field_ref = FieldReference(path="testField", source="Input")  # type: ignore[arg-type]
+        assert field_ref.source == FieldSource.INPUT
+
+        # Create FieldReference with capitalized "Output" - should normalize to FieldSource.OUTPUT
+        field_ref = FieldReference(path="testField", source="Output")  # type: ignore[arg-type]
+        assert field_ref.source == FieldSource.OUTPUT
+
+        # Create FieldReference with lowercase "input" - should work as-is
+        field_ref = FieldReference(path="testField", source="input")  # type: ignore[arg-type]
+        assert field_ref.source == FieldSource.INPUT
+
+    def test_all_fields_selector_normalizes_capitalized_sources(
+        self,
+    ) -> None:
+        """Test that AllFieldsSelector normalizes capitalized source values in the list."""
+        # Create AllFieldsSelector with capitalized "Input" and "Output" - should normalize
+        selector = AllFieldsSelector(
+            selector_type="all",
+            sources=["Input", "Output"],  # type: ignore[list-item]
+        )
+        assert FieldSource.INPUT in selector.sources
+        assert FieldSource.OUTPUT in selector.sources
+        assert len(selector.sources) == 2
+
+        # Create AllFieldsSelector with mixed case - should normalize all
+        selector = AllFieldsSelector(
+            selector_type="all",
+            sources=["Input", "output"],  # type: ignore[list-item]
+        )
+        assert FieldSource.INPUT in selector.sources
+        assert FieldSource.OUTPUT in selector.sources
diff --git a/packages/uipath-core/tests/serialization/test_json.py b/packages/uipath-core/tests/serialization/test_json.py
new file mode 100644
index 000000000..7f1b13433
--- /dev/null
+++ b/packages/uipath-core/tests/serialization/test_json.py
@@ -0,0 +1,638 @@
+"""Tests for serialization utilities."""
+
+import json
+from collections import namedtuple
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from enum import Enum
+from typing import Any
+from zoneinfo import ZoneInfo
+
+import pytest
+from pydantic import BaseModel
+
+from uipath.core.serialization import serialize_json
+
+
+def _has_tzdata() -> bool:
+    """Check if timezone data is available."""
+    try:
+        ZoneInfo("America/New_York")
+        return True
+    except Exception:
+        return False
+
+
+class Color(Enum):
+    """Test enum."""
+
+    RED = "red"
+    GREEN = "green"
+    BLUE = 3
+
+
+class Priority(Enum):
+    """Test enum with int values."""
+
+    LOW = 1
+    MEDIUM = 2
+    HIGH = 3
+
+
+class SimpleModel(BaseModel):
+    """Simple Pydantic v2 model."""
+
+    name: str
+    value: int
+
+
+class NestedModel(BaseModel):
+    """Pydantic model with nested model."""
+
+    id: str
+    inner: SimpleModel
+    items: list[SimpleModel]
+
+
+@dataclass
+class SimpleDataclass:
+    """Simple dataclass for testing."""
+
+    name: str
+    count: int
+
+
+@dataclass
+class NestedDataclass:
+    """Dataclass with nested dataclass."""
+
+    id: str
+    inner: SimpleDataclass
+
+
+Point = namedtuple("Point", ["x", "y"])
+
+
+class TestSimpleSerializeDefaults:
+    """Tests for serialize_defaults and serialize_json functions."""
+
+    def test_serializes_none(self) -> None:
+        """Test None serialization via json.dumps."""
+        data = {"value": None}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["value"] is None
+
+    def test_serializes_primitives(self) -> None:
+        """Test primitive types pass through json.dumps unchanged."""
+        data = {
+            "bool_true": True,
+            "bool_false": False,
+            "integer": 42,
+            "float": 3.14,
+            "string": "hello",
+        }
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["bool_true"] is True
+        assert parsed["bool_false"] is False
+        assert parsed["integer"] == 42
+        assert parsed["float"] == 3.14
+        assert parsed["string"] == "hello"
+
+    def test_serializes_pydantic_model(self) -> None:
+        """Test Pydantic BaseModel serialization via json.dumps."""
+        model = SimpleModel(name="test", value=42)
+        result = serialize_json(model)
+        parsed = json.loads(result)
+        assert isinstance(parsed, dict)
+        assert parsed["name"] == "test"
+        assert parsed["value"] == 42
+
+    def test_serializes_nested_pydantic_model(self) -> None:
+        """Test nested Pydantic models via json.dumps."""
+        inner = SimpleModel(name="inner", value=10)
+        model = NestedModel(
+            id="123",
+            inner=inner,
+            items=[
+                SimpleModel(name="item1", value=1),
+                SimpleModel(name="item2", value=2),
+            ],
+        )
+        result = serialize_json(model)
+        parsed = json.loads(result)
+        assert isinstance(parsed, dict)
+        assert parsed["id"] == "123"
+        assert parsed["inner"]["name"] == "inner"
+        assert len(parsed["items"]) == 2
+        assert parsed["items"][0]["name"] == "item1"
+        assert parsed["items"][1]["value"] == 2
+
+    def test_serializes_pydantic_model_excludes_none(self) -> None:
+        """Test Pydantic model with None values excluded via json.dumps."""
+
+        class OptionalModel(BaseModel):
+            required: str
+            optional: str | None = None
+
+        model = OptionalModel(required="value")
+        result = serialize_json(model)
+        parsed = json.loads(result)
+        assert isinstance(parsed, dict)
+        assert parsed["required"] == "value"
+        # exclude_none=True should exclude the None field
+        assert "optional" not in parsed
+
+    def test_serializes_pydantic_model_class(self) -> None:
+        """Test Pydantic model class (not instance) serialization via json.dumps."""
+        data = {"model_class": SimpleModel}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert isinstance(parsed["model_class"], dict)
+        assert parsed["model_class"]["__class__"] == "SimpleModel"
+        assert parsed["model_class"]["__module__"] == "test_json"
+        assert "schema" in parsed["model_class"]
+        assert isinstance(parsed["model_class"]["schema"], dict)
+
+    def test_serializes_dataclass(self) -> None:
+        """Test dataclass serialization via json.dumps."""
+        obj = SimpleDataclass(name="test", count=5)
+        result = serialize_json(obj)
+        parsed = json.loads(result)
+        assert isinstance(parsed, dict)
+        assert parsed["name"] == "test"
+        assert parsed["count"] == 5
+
+    def test_serializes_nested_dataclass(self) -> None:
+        """Test nested dataclass serialization via json.dumps."""
+        inner = SimpleDataclass(name="inner", count=10)
+        obj = NestedDataclass(id="123", inner=inner)
+        result = serialize_json(obj)
+        parsed = json.loads(result)
+        assert isinstance(parsed, dict)
+        assert parsed["id"] == "123"
+        assert parsed["inner"]["name"] == "inner"
+        assert parsed["inner"]["count"] == 10
+
+    def test_serializes_enum_string_value(self) -> None:
+        """Test enum with string value via json.dumps."""
+        data = {"color": Color.RED}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["color"] == "red"
+
+    def test_serializes_enum_int_value(self) -> None:
+        """Test enum with int value via json.dumps."""
+        data = {"priority": Priority.HIGH}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["priority"] == 3
+
+    def test_serializes_enum_mixed_value(self) -> None:
+        """Test enum with mixed types via json.dumps."""
+        data = {"color1": Color.GREEN, "color2": Color.BLUE}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["color1"] == "green"
+        assert parsed["color2"] == 3
+
+    def test_serializes_datetime(self) -> None:
+        """Test datetime serialization via json.dumps."""
+        dt = datetime(2024, 1, 15, 10, 30, 45)
+        data = {"timestamp": dt}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert isinstance(parsed["timestamp"], str)
+        assert "2024-01-15" in parsed["timestamp"]
+        assert "10:30:45" in parsed["timestamp"]
+
+    def test_serializes_datetime_with_timezone(self) -> None:
+        """Test datetime with timezone via json.dumps."""
+        dt = datetime(2024, 1, 15, 10, 30, 45, tzinfo=timezone.utc)
+        data = {"timestamp": dt}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert isinstance(parsed["timestamp"], str)
+        assert parsed["timestamp"] == "2024-01-15T10:30:45+00:00"
+
+    def test_serializes_timezone(self) -> None:
+        """Test timezone object serialization via json.dumps."""
+        tz = timezone.utc
+        data = {"timezone": tz}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["timezone"] == "UTC"
+
+    @pytest.mark.skipif(not _has_tzdata(), reason="Timezone data not available")
+    def test_serializes_zoneinfo(self) -> None:
+        """Test ZoneInfo serialization via json.dumps."""
+        tz = ZoneInfo("America/New_York")
+        data = {"timezone": tz}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        # ZoneInfo returns timezone name or None
+        assert isinstance(parsed["timezone"], (str, type(None)))
+
+    def test_serializes_set(self) -> None:
+        """Test set serialization via json.dumps."""
+        obj = {1, 2, 3}
+        data = {"numbers": obj}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert isinstance(parsed["numbers"], list)
+        assert set(parsed["numbers"]) == {1, 2, 3}
+
+    def test_serializes_tuple(self) -> None:
+        """Test tuple serialization via json.dumps."""
+        obj = (1, 2, 3)
+        data = {"numbers": obj}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert isinstance(parsed["numbers"], list)
+        assert parsed["numbers"] == [1, 2, 3]
+
+    def test_serializes_named_tuple(self) -> None:
+        """Test named tuple serialization via json.dumps.
+
+        Note: Python's json encoder treats namedtuples as regular tuples,
+        so they serialize as lists [x, y] rather than dicts {"x": x, "y": y}.
+        The serialize_defaults function is not called for namedtuples
+        because they're natively JSON-serializable as tuples.
+        """
+        point = Point(x=10, y=20)
+        data = {"point": point}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        # Namedtuples serialize as lists through json.dumps
+        assert isinstance(parsed["point"], list)
+        assert parsed["point"] == [10, 20]
+
+    def test_serializes_object_with_as_dict(self) -> None:
+        """Test object with as_dict property via json.dumps."""
+
+        class RuntimeLike:
+            @property
+            def as_dict(self) -> dict[str, Any]:
+                return {"host": "localhost", "port": 8080}
+
+        obj = RuntimeLike()
+        data = {"runtime": obj}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["runtime"] == {"host": "localhost", "port": 8080}
+
+    def test_serializes_object_with_to_dict(self) -> None:
+        """Test object with to_dict method via json.dumps."""
+
+        class CustomObject:
+            def to_dict(self) -> dict[str, Any]:
+                return {"custom": "value"}
+
+        obj = CustomObject()
+        data = {"obj": obj}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["obj"] == {"custom": "value"}
+
+    def test_serializes_unknown_object_to_str(self) -> None:
+        """Test unknown object falls back to str() via json.dumps."""
+
+        class CustomClass:
+            def __str__(self) -> str:
+                return "custom_string"
+
+        obj = CustomClass()
+        data = {"obj": obj}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["obj"] == "custom_string"
+
+    def test_serializes_exception(self) -> None:
+        """Test Exception serialization via json.dumps."""
+        err = ValueError("something went wrong")
+        data = {"error": err}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["error"] == "something went wrong"
+
+    def test_with_json_dumps(self) -> None:
+        """Test integration with json.dumps()."""
+
+        class ComplexObject(BaseModel):
+            name: str
+            created_at: datetime
+            priority: Priority
+
+        obj = ComplexObject(
+            name="task",
+            created_at=datetime(2024, 1, 15, 10, 30),
+            priority=Priority.HIGH,
+        )
+
+        # Should not raise TypeError
+        result = serialize_json(obj)
+        parsed = json.loads(result)
+
+        assert parsed["name"] == "task"
+        assert "2024-01-15" in parsed["created_at"]
+        assert parsed["priority"] == 3
+
+    def test_with_json_dumps_complex_nested(self) -> None:
+        """Test with complex nested structure."""
+        data = {
+            "model": SimpleModel(name="test", value=42),
+            "dataclass": SimpleDataclass(name="dc", count=5),
+            "enum": Color.RED,
+            "datetime": datetime(2024, 1, 1),
+            "set": {1, 2, 3},
+            "tuple": (4, 5, 6),
+            "error": ValueError("something failed"),
+        }
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert parsed["model"]["name"] == "test"
+        assert parsed["dataclass"]["name"] == "dc"
+        assert parsed["enum"] == "red"
+        assert "2024-01-01" in parsed["datetime"]
+        assert set(parsed["set"]) == {1, 2, 3}
+        assert parsed["tuple"] == [4, 5, 6]
+        assert parsed["error"] == "something failed"
+
+    def test_with_list_of_pydantic_models(self) -> None:
+        """Test with list of Pydantic models (common MCP scenario)."""
+        models = [
+            SimpleModel(name="first", value=1),
+            SimpleModel(name="second", value=2),
+            SimpleModel(name="third", value=3),
+        ]
+
+        # This should not raise TypeError
+        result = serialize_json(models)
+        parsed = json.loads(result)
+
+        assert len(parsed) == 3
+        assert parsed[0]["name"] == "first"
+        assert parsed[1]["value"] == 2
+
+    def test_recursive_enum_serialization(self) -> None:
+        """Test that enum values are recursively serialized via json.dumps."""
+
+        class NestedEnum(Enum):
+            """Enum with complex value."""
+
+            COMPLEX = {"key": "value"}
+
+        data = {"enum": NestedEnum.COMPLEX}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        # The enum value itself (a dict) should be returned as-is
+        assert parsed["enum"] == {"key": "value"}
+        assert isinstance(parsed["enum"], dict)
+
+    def test_dataclass_class_returns_string(self) -> None:
+        """Test that dataclass class (not instance) falls back to str via json.dumps."""
+        data = {"dataclass_class": SimpleDataclass}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert isinstance(parsed["dataclass_class"], str)
+        assert "SimpleDataclass" in parsed["dataclass_class"]
+
+    def test_empty_collections(self) -> None:
+        """Test empty collections via json.dumps."""
+        data: dict[str, Any] = {"empty_set": set(), "empty_tuple": (), "empty_list": []}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["empty_set"] == []
+        assert parsed["empty_tuple"] == []
+        assert parsed["empty_list"] == []
+
+    def test_with_dict_method(self) -> None:
+        """Test object with dict() method (Pydantic v1 compatibility) via json.dumps."""
+
+        class OldStyleModel:
+            def dict(self) -> dict[str, Any]:
+                return {"old": "style"}
+
+        obj = OldStyleModel()
+        data = {"obj": obj}
+        result = serialize_json(data)
+        parsed = json.loads(result)
+        assert parsed["obj"] == {"old": "style"}
+
+    def test_dict_of_pydantic_models(self) -> None:
+        """Test dictionary containing Pydantic models as values."""
+        data = {
+            "user1": SimpleModel(name="Alice", value=100),
+            "user2": SimpleModel(name="Bob", value=200),
+            "user3": SimpleModel(name="Charlie", value=300),
+        }
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, dict)
+        assert parsed["user1"]["name"] == "Alice"
+        assert parsed["user1"]["value"] == 100
+        assert parsed["user2"]["name"] == "Bob"
+        assert parsed["user2"]["value"] == 200
+        assert parsed["user3"]["name"] == "Charlie"
+        assert parsed["user3"]["value"] == 300
+
+    def test_dict_of_dataclass_models(self) -> None:
+        """Test dictionary containing dataclass instances as values."""
+        data = {
+            "item1": SimpleDataclass(name="First", count=1),
+            "item2": SimpleDataclass(name="Second", count=2),
+            "item3": SimpleDataclass(name="Third", count=3),
+        }
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, dict)
+        assert parsed["item1"]["name"] == "First"
+        assert parsed["item1"]["count"] == 1
+        assert parsed["item2"]["name"] == "Second"
+        assert parsed["item2"]["count"] == 2
+        assert parsed["item3"]["name"] == "Third"
+        assert parsed["item3"]["count"] == 3
+
+    def test_normal_class_fallback_to_str(self) -> None:
+        """Test normal class (not Pydantic, dataclass, or enum) falls back to str()."""
+
+        class RegularClass:
+            def __init__(self, value: str) -> None:
+                self.value = value
+
+            def __str__(self) -> str:
+                return f"RegularClass({self.value})"
+
+        obj = RegularClass("test_value")
+        data = {"object": obj, "name": "test"}
+        json_result = serialize_json(data)
+        parsed = json.loads(json_result)
+        assert parsed["object"] == "RegularClass(test_value)"
+        assert parsed["name"] == "test"
+
+    def test_list_of_dataclass(self) -> None:
+        """Test list containing dataclass instances."""
+        data = [
+            SimpleDataclass(name="First", count=1),
+            SimpleDataclass(name="Second", count=2),
+            SimpleDataclass(name="Third", count=3),
+        ]
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, list)
+        assert len(parsed) == 3
+        assert parsed[0]["name"] == "First"
+        assert parsed[0]["count"] == 1
+        assert parsed[1]["name"] == "Second"
+        assert parsed[2]["count"] == 3
+
+    def test_list_of_pydantic_models(self) -> None:
+        """Test list containing Pydantic model instances."""
+        data = [
+            SimpleModel(name="Alice", value=100),
+            SimpleModel(name="Bob", value=200),
+            SimpleModel(name="Charlie", value=300),
+        ]
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, list)
+        assert len(parsed) == 3
+        assert parsed[0]["name"] == "Alice"
+        assert parsed[0]["value"] == 100
+        assert parsed[1]["name"] == "Bob"
+        assert parsed[2]["value"] == 300
+
+    def test_list_of_normal_classes(self) -> None:
+        """Test list containing normal class instances (fallback to str)."""
+
+        class Item:
+            def __init__(self, id: int, label: str) -> None:
+                self.id = id
+                self.label = label
+
+            def __str__(self) -> str:
+                return f"Item(id={self.id}, label={self.label})"
+
+        data = [
+            Item(1, "First"),
+            Item(2, "Second"),
+            Item(3, "Third"),
+        ]
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, list)
+        assert len(parsed) == 3
+        assert parsed[0] == "Item(id=1, label=First)"
+        assert parsed[1] == "Item(id=2, label=Second)"
+        assert parsed[2] == "Item(id=3, label=Third)"
+
+    def test_list_of_mixed_types(self) -> None:
+        """Test list containing mixed types: Pydantic, dataclass, normal class, primitives."""
+
+        class CustomItem:
+            def __init__(self, name: str) -> None:
+                self.name = name
+
+            def __str__(self) -> str:
+                return f"CustomItem({self.name})"
+
+        data = [
+            SimpleModel(name="pydantic", value=1),
+            SimpleDataclass(name="dataclass", count=2),
+            CustomItem("custom"),
+            "plain_string",
+            42,
+            True,
+            None,
+            Color.RED,
+        ]
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, list)
+        assert len(parsed) == 8
+        # Pydantic model
+        assert parsed[0]["name"] == "pydantic"
+        assert parsed[0]["value"] == 1
+        # Dataclass
+        assert parsed[1]["name"] == "dataclass"
+        assert parsed[1]["count"] == 2
+        # Normal class (str fallback)
+        assert parsed[2] == "CustomItem(custom)"
+        # Primitives
+        assert parsed[3] == "plain_string"
+        assert parsed[4] == 42
+        assert parsed[5] is True
+        assert parsed[6] is None
+        # Enum
+        assert parsed[7] == "red"
+
+    def test_list_of_lists_mixed(self) -> None:
+        """Test nested lists containing mixed types."""
+
+        class Widget:
+            def __init__(self, id: int) -> None:
+                self.id = id
+
+            def __str__(self) -> str:
+                return f"Widget({self.id})"
+
+        data = [
+            [SimpleModel(name="model1", value=1), SimpleModel(name="model2", value=2)],
+            [
+                SimpleDataclass(name="dc1", count=10),
+                SimpleDataclass(name="dc2", count=20),
+            ],
+            [Widget(1), Widget(2), Widget(3)],
+            ["string1", "string2"],
+            [1, 2, 3, 4],
+            [Color.RED, Color.GREEN, Priority.HIGH],
+            [True, False, None],
+        ]
+
+        result = serialize_json(data)
+        parsed = json.loads(result)
+
+        assert isinstance(parsed, list)
+        assert len(parsed) == 7
+
+        # First sublist: Pydantic models
+        assert len(parsed[0]) == 2
+        assert parsed[0][0]["name"] == "model1"
+        assert parsed[0][1]["value"] == 2
+
+        # Second sublist: Dataclasses
+        assert len(parsed[1]) == 2
+        assert parsed[1][0]["name"] == "dc1"
+        assert parsed[1][1]["count"] == 20
+
+        # Third sublist: Normal classes
+        assert len(parsed[2]) == 3
+        assert parsed[2][0] == "Widget(1)"
+        assert parsed[2][2] == "Widget(3)"
+
+        # Fourth sublist: Strings
+        assert parsed[3] == ["string1", "string2"]
+
+        # Fifth sublist: Integers
+        assert parsed[4] == [1, 2, 3, 4]
+
+        # Sixth sublist: Enums
+        assert parsed[5] == ["red", "green", 3]
+
+        # Seventh sublist: Booleans and None
+        assert parsed[6] == [True, False, None]
diff --git a/packages/uipath-core/tests/tracing/test_external_integration.py b/packages/uipath-core/tests/tracing/test_external_integration.py
new file mode 100644
index 000000000..2c27cf28d
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_external_integration.py
@@ -0,0 +1,89 @@
+"""Test span nesting behavior for traced decorators."""
+
+from opentelemetry import trace
+
+from tests.conftest import SpanCapture
+
+
+def test_external_span_provider_integration(span_capture: SpanCapture):
+    """Test integration with external span provider."""
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import UiPathSpanUtils
+
+    # Create a mock external span
+    external_tracer = trace.get_tracer("external")
+
+    with external_tracer.start_as_current_span("external_span"):
+        # Register a provider that returns the external span
+        UiPathSpanUtils.register_current_span_provider(lambda: trace.get_current_span())
+
+        @traced(name="internal_span")
+        def internal_function():
+            return "result"
+
+        result = internal_function()
+
+        assert result == "result"
+
+    # Clean up
+    UiPathSpanUtils.register_current_span_provider(None)
+
+    spans = span_capture.get_spans()
+
+    # Should have both external and internal spans
+    internal_span = next((s for s in spans if s.name == "internal_span"), None)
+    external_span_recorded = next((s for s in spans if s.name == "external_span"), None)
+
+    assert internal_span is not None
+    assert external_span_recorded is not None
+
+    # Internal span should be child of external span
+    assert internal_span.parent.span_id == external_span_recorded.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+def test_external_span_provider_returns_none(span_capture: SpanCapture):
+    """Test that None from external span provider is handled."""
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import UiPathSpanUtils
+
+    # Register a provider that returns None
+    UiPathSpanUtils.register_current_span_provider(lambda: None)
+
+    @traced(name="test_span")
+    def test_function():
+        return "result"
+
+    result = test_function()
+    assert result == "result"
+
+    # Clean up
+    UiPathSpanUtils.register_current_span_provider(None)
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+
+def test_external_span_provider_raises_exception(span_capture: SpanCapture):
+    """Test that exceptions from external span provider are caught."""
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import UiPathSpanUtils
+
+    def failing_provider():
+        raise RuntimeError("Provider failed!")
+
+    UiPathSpanUtils.register_current_span_provider(failing_provider)
+
+    @traced(name="test_span")
+    def test_function():
+        return "result"
+
+    result = test_function()
+    assert result == "result"
+
+    # Clean up
+    UiPathSpanUtils.register_current_span_provider(None)
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
diff --git a/packages/uipath-core/tests/tracing/test_serialization.py b/packages/uipath-core/tests/tracing/test_serialization.py
new file mode 100644
index 000000000..7f04daf6f
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_serialization.py
@@ -0,0 +1,171 @@
+import json
+
+from tests.conftest import SpanCapture
+
+
+def test_traced_with_pydantic_model_input(span_capture: SpanCapture):
+    """Test tracing with Pydantic model as input."""
+    from pydantic import BaseModel
+
+    from uipath.core.tracing.decorators import traced
+
+    class UserModel(BaseModel):
+        name: str
+        age: int
+
+    @traced(name="process_user")
+    def process_user(user: UserModel):
+        return f"{user.name} is {user.age}"
+
+    user = UserModel(name="Alice", age=30)
+    result = process_user(user)
+
+    assert result == "Alice is 30"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+    span = spans[0]
+    # Verify input was serialized
+    input_value = span.attributes.get("input.value")
+    assert input_value is not None
+    input_data = json.loads(input_value)
+    assert input_data["user"]["name"] == "Alice"
+    assert input_data["user"]["age"] == 30
+
+
+def test_traced_with_dataclass_input(span_capture: SpanCapture):
+    """Test tracing with dataclass as input."""
+    from dataclasses import dataclass
+
+    from uipath.core.tracing.decorators import traced
+
+    @dataclass
+    class Product:
+        name: str
+        price: float
+
+    @traced(name="calculate_total")
+    def calculate_total(product: Product, quantity: int):
+        return product.price * quantity
+
+    product = Product(name="Widget", price=9.99)
+    result = calculate_total(product, 5)
+
+    assert result == 49.95
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+    span = spans[0]
+    input_value = span.attributes.get("input.value")
+    assert input_value is not None
+    input_data = json.loads(input_value)
+    assert input_data["product"]["name"] == "Widget"
+    assert input_data["product"]["price"] == 9.99
+
+
+def test_traced_with_enum_input(span_capture: SpanCapture):
+    """Test tracing with enum as input."""
+    from enum import Enum
+
+    from uipath.core.tracing.decorators import traced
+
+    class Status(Enum):
+        PENDING = "pending"
+        COMPLETED = "completed"
+
+    @traced(name="update_status")
+    def update_status(status: Status):
+        return f"Status is {status.value}"
+
+    result = update_status(Status.COMPLETED)
+
+    assert result == "Status is completed"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+    span = spans[0]
+    input_value = span.attributes.get("input.value")
+    assert input_value is not None
+    input_data = json.loads(input_value)
+    assert input_data["status"] == "completed"
+
+
+def test_traced_with_datetime_input(span_capture: SpanCapture):
+    """Test tracing with datetime as input."""
+    from datetime import datetime
+
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="process_timestamp")
+    def process_timestamp(timestamp: datetime):
+        return timestamp.isoformat()
+
+    dt = datetime(2024, 1, 15, 10, 30, 0)
+    process_timestamp(dt)
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+    span = spans[0]
+    input_value = span.attributes.get("input.value")
+    assert input_value is not None
+    input_data = json.loads(input_value)
+    assert "2024-01-15" in input_data["timestamp"]
+
+
+def test_traced_with_complex_return_value(span_capture: SpanCapture):
+    """Test tracing with complex return value."""
+    from typing import Any
+
+    from pydantic import BaseModel
+
+    from uipath.core.tracing.decorators import traced
+
+    class Result(BaseModel):
+        success: bool
+        data: dict[str, Any]
+
+    @traced(name="get_result")
+    def get_result():
+        return Result(success=True, data={"key": "value"})
+
+    get_result()
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+    span = spans[0]
+    output_value = span.attributes.get("output.value")
+    assert output_value is not None
+    output_data = json.loads(output_value)
+    assert output_data["success"] is True
+    assert output_data["data"]["key"] == "value"
+
+
+def test_traced_with_set_and_tuple(span_capture: SpanCapture):
+    """Test tracing with set and tuple inputs."""
+    from typing import Set, Tuple
+
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="process_collections")
+    def process_collections(items: Set[int], pair: Tuple[int, ...]) -> int:
+        return len(items) + len(pair)
+
+    result = process_collections({1, 2, 3}, (4, 5))
+
+    assert result == 5
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 1
+
+    span = spans[0]
+    input_value = span.attributes.get("input.value")
+    assert input_value is not None
+    input_data = json.loads(input_value)
+    # Sets and tuples should be converted to lists
+    assert isinstance(input_data["items"], list)
+    assert isinstance(input_data["pair"], list)
diff --git a/packages/uipath-core/tests/tracing/test_span_filtering.py b/packages/uipath-core/tests/tracing/test_span_filtering.py
new file mode 100644
index 000000000..1c6efabf2
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_span_filtering.py
@@ -0,0 +1,248 @@
+"""Tests for span filtering in trace manager and processors."""
+
+from opentelemetry import trace
+
+from uipath.core.tracing.trace_manager import UiPathTraceManager
+from uipath.core.tracing.types import UiPathTraceSettings
+
+
+class TestSpanFiltering:
+    """Tests for span filtering functionality."""
+
+    def test_no_filter_exports_all_spans(self):
+        """Test that without a filter, all spans are exported."""
+        trace_manager = UiPathTraceManager()
+
+        tracer = trace.get_tracer("test")
+        with trace_manager.start_execution_span("root", "exec-1"):
+            with tracer.start_as_current_span("child-1"):
+                pass
+            with tracer.start_as_current_span("child-2"):
+                pass
+
+        spans = trace_manager.get_execution_spans("exec-1")
+        assert len(spans) == 3
+        span_names = {s.name for s in spans}
+        assert span_names == {"root", "child-1", "child-2"}
+
+    def test_filter_drops_non_matching_spans(self):
+        """Test that filter drops spans that don't match the predicate."""
+        from unittest.mock import MagicMock
+
+        from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+        mock_exporter = MagicMock(spec=SpanExporter)
+        mock_exporter.export.return_value = SpanExportResult.SUCCESS
+
+        settings = UiPathTraceSettings(
+            span_filter=lambda span: (
+                span.attributes is not None and span.attributes.get("keep") is True
+            )
+        )
+        trace_manager = UiPathTraceManager()
+        trace_manager.add_span_exporter(mock_exporter, batch=False, settings=settings)
+
+        tracer = trace.get_tracer("test")
+        with tracer.start_as_current_span("kept", attributes={"keep": True}):
+            pass
+        with tracer.start_as_current_span("dropped", attributes={"keep": False}):
+            pass
+        with tracer.start_as_current_span("also-dropped"):
+            pass
+
+        trace_manager.flush_spans()
+
+        exported_spans = []
+        for call in mock_exporter.export.call_args_list:
+            exported_spans.extend(call[0][0])
+
+        exported_names = {s.name for s in exported_spans}
+        assert "kept" in exported_names
+        assert "dropped" not in exported_names
+        assert "also-dropped" not in exported_names
+
+    def test_filter_by_span_name(self):
+        """Test filtering spans by name pattern."""
+        from unittest.mock import MagicMock
+
+        from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+        mock_exporter = MagicMock(spec=SpanExporter)
+        mock_exporter.export.return_value = SpanExportResult.SUCCESS
+
+        settings = UiPathTraceSettings(
+            span_filter=lambda span: span.name.startswith("uipath.")
+        )
+        trace_manager = UiPathTraceManager()
+        trace_manager.add_span_exporter(mock_exporter, batch=False, settings=settings)
+
+        tracer = trace.get_tracer("test")
+        with tracer.start_as_current_span("uipath.action"):
+            pass
+        with tracer.start_as_current_span("uipath.tool"):
+            pass
+        with tracer.start_as_current_span("http.request"):
+            pass
+
+        trace_manager.flush_spans()
+
+        exported_spans = []
+        for call in mock_exporter.export.call_args_list:
+            exported_spans.extend(call[0][0])
+
+        exported_names = {s.name for s in exported_spans}
+        assert "uipath.action" in exported_names
+        assert "uipath.tool" in exported_names
+        assert "http.request" not in exported_names
+
+    def test_filter_custom_instrumentation_attribute(self):
+        """Test filtering by custom instrumentation attribute (low-code scenario)."""
+        from unittest.mock import MagicMock
+
+        from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+        mock_exporter = MagicMock(spec=SpanExporter)
+        mock_exporter.export.return_value = SpanExportResult.SUCCESS
+
+        settings = UiPathTraceSettings(
+            span_filter=lambda span: bool(
+                span.attributes and span.attributes.get("uipath.custom_instrumentation")
+            )
+        )
+        trace_manager = UiPathTraceManager()
+        trace_manager.add_span_exporter(mock_exporter, batch=False, settings=settings)
+
+        tracer = trace.get_tracer("test")
+        with tracer.start_as_current_span(
+            "custom-span",
+            attributes={"uipath.custom_instrumentation": True},
+        ):
+            pass
+        with tracer.start_as_current_span(
+            "auto-instrumented",
+            attributes={"http.method": "GET"},
+        ):
+            pass
+
+        trace_manager.flush_spans()
+
+        exported_spans = []
+        for call in mock_exporter.export.call_args_list:
+            exported_spans.extend(call[0][0])
+
+        exported_names = {s.name for s in exported_spans}
+        assert "custom-span" in exported_names
+        assert "auto-instrumented" not in exported_names
+
+    def test_none_filter_same_as_no_filter(self):
+        """Test that explicit None filter behaves same as no filter."""
+        from unittest.mock import MagicMock
+
+        from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+        mock_exporter = MagicMock(spec=SpanExporter)
+        mock_exporter.export.return_value = SpanExportResult.SUCCESS
+
+        settings = UiPathTraceSettings(span_filter=None)
+        trace_manager = UiPathTraceManager()
+        trace_manager.add_span_exporter(mock_exporter, batch=False, settings=settings)
+
+        tracer = trace.get_tracer("test")
+        with tracer.start_as_current_span("span-1"):
+            pass
+        with tracer.start_as_current_span("span-2"):
+            pass
+
+        trace_manager.flush_spans()
+
+        exported_spans = []
+        for call in mock_exporter.export.call_args_list:
+            exported_spans.extend(call[0][0])
+
+        assert len(exported_spans) == 2
+
+    def test_filter_with_empty_attributes(self):
+        """Test that filter handles spans with no attributes gracefully."""
+        from unittest.mock import MagicMock
+
+        from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+        mock_exporter = MagicMock(spec=SpanExporter)
+        mock_exporter.export.return_value = SpanExportResult.SUCCESS
+
+        settings = UiPathTraceSettings(
+            span_filter=lambda span: (
+                span.attributes is not None and span.attributes.get("required") is True
+            )
+        )
+        trace_manager = UiPathTraceManager()
+        trace_manager.add_span_exporter(mock_exporter, batch=False, settings=settings)
+
+        tracer = trace.get_tracer("test")
+        with tracer.start_as_current_span("no-attrs"):
+            pass
+        with tracer.start_as_current_span(
+            "has-required", attributes={"required": True}
+        ):
+            pass
+
+        trace_manager.flush_spans()
+
+        exported_spans = []
+        for call in mock_exporter.export.call_args_list:
+            exported_spans.extend(call[0][0])
+
+        exported_names = {s.name for s in exported_spans}
+        assert "has-required" in exported_names
+        assert "no-attrs" not in exported_names
+
+    def test_different_filters_per_exporter(self):
+        """Test that different exporters can have different filters."""
+        from unittest.mock import MagicMock
+
+        from opentelemetry.sdk.trace.export import SpanExporter, SpanExportResult
+
+        mock_exporter_a = MagicMock(spec=SpanExporter)
+        mock_exporter_a.export.return_value = SpanExportResult.SUCCESS
+
+        mock_exporter_b = MagicMock(spec=SpanExporter)
+        mock_exporter_b.export.return_value = SpanExportResult.SUCCESS
+
+        settings_a = UiPathTraceSettings(
+            span_filter=lambda span: (
+                span.attributes is not None and span.attributes.get("dest") == "a"
+            )
+        )
+        settings_b = UiPathTraceSettings(
+            span_filter=lambda span: (
+                span.attributes is not None and span.attributes.get("dest") == "b"
+            )
+        )
+
+        trace_manager = UiPathTraceManager()
+        trace_manager.add_span_exporter(
+            mock_exporter_a, batch=False, settings=settings_a
+        )
+        trace_manager.add_span_exporter(
+            mock_exporter_b, batch=False, settings=settings_b
+        )
+
+        tracer = trace.get_tracer("test")
+        with tracer.start_as_current_span("to-a", attributes={"dest": "a"}):
+            pass
+        with tracer.start_as_current_span("to-b", attributes={"dest": "b"}):
+            pass
+        with tracer.start_as_current_span("to-neither", attributes={"dest": "c"}):
+            pass
+
+        trace_manager.flush_spans()
+
+        exported_a = []
+        for call in mock_exporter_a.export.call_args_list:
+            exported_a.extend(call[0][0])
+        assert {s.name for s in exported_a} == {"to-a"}
+
+        exported_b = []
+        for call in mock_exporter_b.export.call_args_list:
+            exported_b.extend(call[0][0])
+        assert {s.name for s in exported_b} == {"to-b"}
diff --git a/packages/uipath-core/tests/tracing/test_span_nesting.py b/packages/uipath-core/tests/tracing/test_span_nesting.py
new file mode 100644
index 000000000..7245f648a
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_span_nesting.py
@@ -0,0 +1,650 @@
+"""Test span nesting behavior for traced decorators."""
+
+import pytest
+
+from tests.conftest import SpanCapture
+
+
+def test_simple_sync_nesting(span_capture: SpanCapture):
+    """Test that nested sync functions create proper parent-child relationships."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="outer")
+    def outer_function():
+        return inner_function()
+
+    @traced(name="inner")
+    def inner_function():
+        return "result"
+
+    result = outer_function()
+
+    assert result == "result"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 2, f"Expected 2 spans, got {len(spans)}"
+
+    # Find spans by name
+    inner_span = next(s for s in spans if s.name == "inner")
+    outer_span = next(s for s in spans if s.name == "outer")
+
+    # Verify parent-child relationship
+    assert inner_span.parent is not None, "Inner span should have a parent"
+    assert inner_span.parent.span_id == outer_span.context.span_id, (
+        "Inner span's parent should be outer span"
+    )
+
+    # Verify they're in the same trace
+    assert inner_span.context.trace_id == outer_span.context.trace_id, (
+        "Spans should be in the same trace"
+    )
+
+    span_capture.print_hierarchy()
+
+
+def test_deep_sync_nesting(span_capture: SpanCapture):
+    """Test deeply nested sync functions."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="level1")
+    def level1():
+        return level2()
+
+    @traced(name="level2")
+    def level2():
+        return level3()
+
+    @traced(name="level3")
+    def level3():
+        return "deep_result"
+
+    result = level1()
+
+    assert result == "deep_result"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 3, f"Expected 3 spans, got {len(spans)}"
+
+    # Find spans
+    level1_span = next(s for s in spans if s.name == "level1")
+    level2_span = next(s for s in spans if s.name == "level2")
+    level3_span = next(s for s in spans if s.name == "level3")
+
+    # Verify chain: level1 -> level2 -> level3
+    assert level1_span.parent is None, "Level1 should be root"
+    assert level2_span.parent.span_id == level1_span.context.span_id
+    assert level3_span.parent.span_id == level2_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+@pytest.mark.asyncio
+async def test_async_nesting(span_capture: SpanCapture):
+    """Test that nested async functions create proper parent-child relationships."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="async_outer")
+    async def async_outer():
+        return await async_inner()
+
+    @traced(name="async_inner")
+    async def async_inner():
+        return "async_result"
+
+    result = await async_outer()
+
+    assert result == "async_result"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 2, f"Expected 2 spans, got {len(spans)}"
+
+    inner_span = next(s for s in spans if s.name == "async_inner")
+    outer_span = next(s for s in spans if s.name == "async_outer")
+
+    assert inner_span.parent is not None
+    assert inner_span.parent.span_id == outer_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+@pytest.mark.asyncio
+async def test_mixed_sync_async_nesting(span_capture: SpanCapture):
+    """Test mixing sync and async traced functions."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="async_root")
+    async def async_root():
+        return await async_child()
+
+    @traced(name="async_child")
+    async def async_child():
+        return sync_child()
+
+    @traced(name="sync_child")
+    def sync_child():
+        return "mixed_result"
+
+    result = await async_root()
+
+    assert result == "mixed_result"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 3
+
+    # Verify hierarchy
+    async_root_span = next(s for s in spans if s.name == "async_root")
+    async_child_span = next(s for s in spans if s.name == "async_child")
+    sync_child_span = next(s for s in spans if s.name == "sync_child")
+
+    assert async_child_span.parent.span_id == async_root_span.context.span_id
+    assert sync_child_span.parent.span_id == async_child_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+def test_multiple_calls_same_function(span_capture: SpanCapture):
+    """Test that multiple calls to the same function create separate spans."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="called_multiple_times")
+    def reusable_function(value):
+        return value * 2
+
+    @traced(name="caller")
+    def caller():
+        result1 = reusable_function(5)
+        result2 = reusable_function(10)
+        return result1 + result2
+
+    result = caller()
+
+    assert result == 30
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 3, f"Expected 3 spans (1 caller + 2 calls), got {len(spans)}"
+
+    # Find the caller span
+    caller_span = next(s for s in spans if s.name == "caller")
+
+    # Both reusable_function calls should be children of caller
+    reusable_spans = [s for s in spans if s.name == "called_multiple_times"]
+    assert len(reusable_spans) == 2
+
+    for reusable_span in reusable_spans:
+        assert reusable_span.parent.span_id == caller_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+def test_sibling_functions(span_capture: SpanCapture):
+    """Test that sibling function calls are handled correctly."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="sibling1")
+    def sibling1():
+        return "s1"
+
+    @traced(name="sibling2")
+    def sibling2():
+        return "s2"
+
+    @traced(name="parent")
+    def parent():
+        r1 = sibling1()
+        r2 = sibling2()
+        return r1 + r2
+
+    result = parent()
+
+    assert result == "s1s2"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 3
+
+    parent_span = next(s for s in spans if s.name == "parent")
+    sibling1_span = next(s for s in spans if s.name == "sibling1")
+    sibling2_span = next(s for s in spans if s.name == "sibling2")
+
+    # Both siblings should have the same parent
+    assert sibling1_span.parent.span_id == parent_span.context.span_id
+    assert sibling2_span.parent.span_id == parent_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+def test_generator_nesting(span_capture: SpanCapture):
+    """Test that generator functions maintain proper span nesting."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="generator_parent")
+    def generator_parent():
+        results = list(generator_child())
+        return sum(results)
+
+    @traced(name="generator_child")
+    def generator_child():
+        for i in range(3):
+            yield i * 2
+
+    result = generator_parent()
+
+    assert result == 6  # 0 + 2 + 4
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 2
+
+    parent_span = next(s for s in spans if s.name == "generator_parent")
+    child_span = next(s for s in spans if s.name == "generator_child")
+
+    assert child_span.parent.span_id == parent_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+@pytest.mark.asyncio
+async def test_async_generator_nesting(span_capture: SpanCapture):
+    """Test async generator nesting."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="async_gen_parent")
+    async def async_gen_parent():
+        results = []
+        async for item in async_gen_child():
+            results.append(item)
+        return sum(results)
+
+    @traced(name="async_gen_child")
+    async def async_gen_child():
+        for i in range(3):
+            yield i * 3
+
+    result = await async_gen_parent()
+
+    assert result == 9  # 0 + 3 + 6
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 2
+
+    parent_span = next(s for s in spans if s.name == "async_gen_parent")
+    child_span = next(s for s in spans if s.name == "async_gen_child")
+
+    assert child_span.parent.span_id == parent_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+
+def test_non_recording_blocks_children(span_capture: SpanCapture):
+    """Test that recording=False on parent prevents children from being recorded."""
+    from uipath.core.tracing.decorators import traced
+
+    @traced(name="non_recording_parent", recording=False)
+    def non_recording_parent():
+        return recording_child()
+
+    @traced(name="recording_child")
+    def recording_child():
+        return "result"
+
+    result = non_recording_parent()
+
+    assert result == "result"
+
+    spans = span_capture.get_spans()
+    # When parent has recording=False, children are also not recorded due to ParentBased sampler
+    assert len(spans) == 0, (
+        f"Expected 0 spans, but got {len(spans)}: {[s.name for s in spans]}"
+    )
+
+    span_capture.print_hierarchy()
+
+
+def test_nested_non_recording_parents_with_external_span(span_capture: SpanCapture):
+    """Test nested non-recording parents maintain hierarchy with external span provider.
+
+    Scenario:
+    1. External system (like LangGraph) creates a span manually
+    2. Inside, @traced(recording=False) creates non-recording parent 1
+    3. Inside that, @traced(recording=False) creates non-recording parent 2
+    4. Inside that, @traced(recording=True) creates recording child
+
+    Validates that the hierarchy is preserved:
+    - non-recording parent 1 should have external_span as parent
+    - non-recording parent 2 should have non-recording parent 1 as parent
+    - Recording child should recognize non-recording parent 2 as the deeper parent
+    """
+    from opentelemetry import trace
+
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import UiPathSpanUtils, _span_registry
+
+    # Simulate external system (like LangGraph) creating a span manually
+    external_tracer = trace.get_tracer("external_system")
+    with external_tracer.start_as_current_span("external_span") as external_span:
+        stored_external_span = external_span
+
+        # Register this as the external span provider
+        UiPathSpanUtils.register_current_span_provider(lambda: stored_external_span)
+
+        try:
+
+            @traced(name="non_recording_parent_1", recording=False)
+            def non_recording_parent_1():
+                return non_recording_parent_2()
+
+            @traced(name="non_recording_parent_2", recording=False)
+            def non_recording_parent_2():
+                return recording_child()
+
+            @traced(name="recording_child", recording=True)
+            def recording_child():
+                return "child_result"
+
+            result = non_recording_parent_1()
+            assert result == "child_result"
+
+            external_span_id = stored_external_span.get_span_context().span_id
+        finally:
+            UiPathSpanUtils.register_current_span_provider(None)
+
+    spans = span_capture.get_spans()
+
+    # Should have: external_span only (non-recording spans aren't recorded)
+    external_span_recorded = next((s for s in spans if s.name == "external_span"), None)
+    assert external_span_recorded is not None, "external_span should be recorded"
+
+    # Find non-recording parents in SpanRegistry
+    non_recording_parent_1_id = None
+    non_recording_parent_2_id = None
+
+    for span_id, parent_id in _span_registry._parent_map.items():
+        stored_span = _span_registry.get_span(span_id)
+        if stored_span is not None:
+            # Find parent 1 (direct child of external_span)
+            if parent_id == external_span_id:
+                non_recording_parent_1_id = span_id
+            # Find parent 2 (child of parent 1)
+            elif (
+                parent_id == non_recording_parent_1_id
+                and non_recording_parent_1_id is not None
+            ):
+                non_recording_parent_2_id = span_id
+
+    assert non_recording_parent_1_id is not None, (
+        "BUG: non_recording_parent_1 should be registered in SpanRegistry "
+        "with external_span as its parent"
+    )
+    assert non_recording_parent_2_id is not None, (
+        "BUG: non_recording_parent_2 should be registered in SpanRegistry "
+        "with non_recording_parent_1 as its parent"
+    )
+
+    # Verify the hierarchy and depths
+    parent_1_parent = _span_registry.get_parent_id(non_recording_parent_1_id)
+    parent_2_parent = _span_registry.get_parent_id(non_recording_parent_2_id)
+
+    assert parent_1_parent == external_span_id, (
+        f"non_recording_parent_1 should have external_span as parent, "
+        f"got {parent_1_parent}"
+    )
+    assert parent_2_parent == non_recording_parent_1_id, (
+        f"non_recording_parent_2 should have non_recording_parent_1 as parent, "
+        f"got {parent_2_parent}"
+    )
+
+    # Verify depths: external=0, parent_1=1, parent_2=2
+    external_depth = _span_registry.calculate_depth(external_span_id)
+    parent_1_depth = _span_registry.calculate_depth(non_recording_parent_1_id)
+    parent_2_depth = _span_registry.calculate_depth(non_recording_parent_2_id)
+
+    assert external_depth == 0, (
+        f"External span should have depth 0, got {external_depth}"
+    )
+    assert parent_1_depth == 1, (
+        f"non_recording_parent_1 should have depth 1 (parent=external), got {parent_1_depth}"
+    )
+    assert parent_2_depth == 2, (
+        f"non_recording_parent_2 should have depth 2 (parent=parent_1), got {parent_2_depth}"
+    )
+
+    # Verify the fix: _get_bottom_most_span should recognize parent 2 as deepest
+    # This simulates what child calls get_parent_context()
+    current_span_mock = _span_registry.get_span(non_recording_parent_2_id)
+    external_span_mock = external_span_recorded
+
+    if current_span_mock is not None:
+        bottom_span = UiPathSpanUtils._get_bottom_most_span(
+            current_span_mock, external_span_mock
+        )
+        assert bottom_span.get_span_context().span_id == non_recording_parent_2_id, (
+            "BUG: _get_bottom_most_span should return non_recording_parent_2 (deepest), "
+            f"but returned {bottom_span.get_span_context().span_id}"
+        )
+
+    _span_registry.clear()
+    span_capture.print_hierarchy()
+
+
+def test_non_recording_parent_picks_external_when_outside_context(
+    span_capture: SpanCapture,
+):
+    """Test that non-recording parent correctly picks external span when called outside OTel context.
+
+    Scenario:
+    1. External span provider is registered and stored
+    2. Exit the OTel context (so trace.get_current_span() returns default/invalid)
+    3. @traced(recording=False) is called OUTSIDE the context
+
+    The test: Non-recording parent should have the external span as parent.
+
+    This test fails with: parent_context = trace.get_current_span().get_span_context()
+    Because outside the context, trace.get_current_span() returns a default NonRecordingSpan,
+    not the external span we want.
+
+    This test passes with: parent_context from get_parent_context() logic
+    Because get_parent_context() checks both current (invalid) and external (valid),
+    and picks the external one.
+    """
+    from opentelemetry import trace
+
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import UiPathSpanUtils, _span_registry
+
+    # Create external span INSIDE a context
+    external_tracer = trace.get_tracer("external_system")
+    external_span_cm = external_tracer.start_as_current_span("external_span")
+    external_span = external_span_cm.__enter__()
+    external_span_id = external_span.get_span_context().span_id
+
+    # Store and register the external span
+    stored_external_span = external_span
+    UiPathSpanUtils.register_current_span_provider(lambda: stored_external_span)
+
+    # Exit the OTel context manager
+    external_span_cm.__exit__(None, None, None)
+
+    # NOW we're OUTSIDE the context - trace.get_current_span() returns default/invalid
+    # But the external provider is still active
+
+    try:
+
+        @traced(name="non_recording_parent", recording=False)
+        def non_recording_parent():
+            return "result"
+
+        result = non_recording_parent()
+        assert result == "result"
+
+        # The non-recording parent should have the external span as parent
+        # NOT the invalid span from trace.get_current_span()
+        non_recording_parent_id = None
+        for span_id, parent_id in _span_registry._parent_map.items():
+            if parent_id == external_span_id:
+                stored_span = _span_registry.get_span(span_id)
+                if stored_span is not None:
+                    non_recording_parent_id = span_id
+                    break
+
+        assert non_recording_parent_id is not None, (
+            "Non-recording parent should be parented to external_span. "
+            "With trace.get_current_span() directly, it would pick an invalid/default span instead."
+        )
+
+        # Verify hierarchy
+        non_recording_depth = _span_registry.calculate_depth(non_recording_parent_id)
+        external_depth = _span_registry.calculate_depth(external_span_id)
+
+        assert external_depth == 0, (
+            f"External span should have depth 0, got {external_depth}"
+        )
+        assert non_recording_depth == 1, (
+            f"Non-recording parent should have depth 1 (parent=external), got {non_recording_depth}"
+        )
+
+        _span_registry.clear()
+    finally:
+        UiPathSpanUtils.register_current_span_provider(None)
+
+
+def test_ctx_parameter_required_when_external_deeper_than_current(
+    span_capture: SpanCapture,
+):
+    """Test that trace.get_current_span(ctx) is required when external span is deeper.
+
+    Scenario:
+    1. Create an external span (depth 0)
+    2. Create a deeper nested external span (depth 1) - this becomes current external
+    3. Create an OTel span INSIDE the deepest external context
+    4. Register the deepest external span as the external provider
+    5. Create a non-recording span
+
+    Expected behavior with trace.get_current_span(ctx):
+    - get_parent_context() compares: current OTel span vs external span
+    - External span is deeper (depth 1), so it's chosen
+    - trace.get_current_span(ctx) gets the external span from ctx
+    - Non-recording span is parented to external
+
+    Bug with trace.get_current_span() without ctx:
+    - trace.get_current_span() (no args) returns the OTel span (from thread-local)
+    - Non-recording span gets parented to OTel span (wrong!)
+
+    This test PASSES with the fix (ctx parameter) and FAILS without it.
+    """
+    from opentelemetry import trace
+
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import UiPathSpanUtils, _span_registry
+
+    # Step 1: Create external span hierarchy
+    external_tracer = trace.get_tracer("external_system")
+
+    # Create external_root (depth 0)
+    external_root_cm = external_tracer.start_as_current_span("external_root")
+    external_root = external_root_cm.__enter__()
+    external_root_id = external_root.get_span_context().span_id
+
+    # Create external_deep (depth 1) - child of external_root
+    external_deep_cm = external_tracer.start_as_current_span("external_deep")
+    external_deep = external_deep_cm.__enter__()
+    external_deep_id = external_deep.get_span_context().span_id
+
+    # Register external_deep as the external provider BEFORE exiting context
+    UiPathSpanUtils.register_current_span_provider(lambda: external_deep)
+
+    # Exit the external context to create a separate branch
+    external_deep_cm.__exit__(None, None, None)
+    external_root_cm.__exit__(None, None, None)
+
+    # NOW create OTel span in a SEPARATE context (not inside external_deep)
+    otel_tracer = trace.get_tracer(__name__)
+    otel_span_cm = otel_tracer.start_as_current_span("otel_span")
+    otel_span = otel_span_cm.__enter__()
+    otel_span_id = otel_span.get_span_context().span_id
+
+    try:
+        from uipath.core.tracing.span_utils import ParentedNonRecordingSpan
+
+        # Register external spans with parent relationship
+        _span_registry.register_span(external_root)
+        _span_registry.register_span(external_deep)
+
+        # Register OTel span as ParentedNonRecordingSpan with NO parent
+        # (This simulates OTel span in a separate branch)
+        otel_span_context = otel_span.get_span_context()
+        otel_span_tracked = ParentedNonRecordingSpan(otel_span_context, parent=None)
+        _span_registry.register_span(otel_span_tracked)
+
+        # Verify depths
+        external_root_depth = _span_registry.calculate_depth(external_root_id)
+        external_deep_depth = _span_registry.calculate_depth(external_deep_id)
+        otel_depth = _span_registry.calculate_depth(otel_span_id)
+
+        assert external_root_depth == 0, (
+            f"External root depth should be 0, got {external_root_depth}"
+        )
+        assert external_deep_depth == 1, (
+            f"External deep depth should be 1, got {external_deep_depth}"
+        )
+        assert otel_depth == 0, (
+            f"OTel span depth should be 0 (no parent), got {otel_depth}"
+        )
+
+        # Verify external_deep is deeper than otel_span
+        assert external_deep_depth > otel_depth, (
+            "External deep should be deeper than otel span"
+        )
+
+        # Create non-recording span INSIDE the otel_span context
+        @traced(name="non_recording_inside_otel", recording=False)
+        def non_recording_func():
+            # Add a recording child inside the non-recording parent
+            return recording_child_func()
+
+        @traced(name="recording_child_of_non_recording", recording=True)
+        def recording_child_func():
+            return "child_result"
+
+        result = non_recording_func()
+        assert result == "child_result"
+
+        # Get all spans captured
+        captured_spans = span_capture.get_spans()
+
+        # Verify that neither non-recording nor its recording child are in the captured spans
+        # (because the parent was non-recording, children should not be recorded per ParentBased sampler)
+        captured_span_names = [s.name for s in captured_spans]
+        assert "non_recording_inside_otel" not in captured_span_names, (
+            "Non-recording span should not be captured in span_capture"
+        )
+        assert "recording_child_of_non_recording" not in captured_span_names, (
+            "Recording child of non-recording parent should not be captured due to ParentBased sampler"
+        )
+
+        # Step 2: Verify the non-recording span was parented to external_deep (deeper)
+        # NOT to otel_span (which is current in thread-local context)
+        non_recording_id = None
+        for span_id, parent_id in _span_registry._parent_map.items():
+            stored_span = _span_registry.get_span(span_id)
+            if stored_span is not None and parent_id == external_deep_id:
+                non_recording_id = span_id
+                break
+
+        assert non_recording_id is not None, (
+            "CRITICAL: Non-recording span should be parented to external_deep (deeper). "
+            "This requires using trace.get_current_span(ctx) NOT trace.get_current_span(). "
+            "With trace.get_current_span() alone, it would pick the OTel span "
+            "(which is current in thread-local context), not the external span."
+        )
+
+        # Verify it's NOT parented to the OTel span
+        for _span_id, parent_id in _span_registry._parent_map.items():
+            if parent_id == otel_span_id:
+                raise AssertionError(
+                    "Non-recording span should NOT be parented to otel_span. "
+                    "This indicates trace.get_current_span() was used instead of trace.get_current_span(ctx)."
+                )
+
+        _span_registry.clear()
+
+    finally:
+        otel_span_cm.__exit__(None, None, None)
+        UiPathSpanUtils.register_current_span_provider(None)
diff --git a/packages/uipath-core/tests/tracing/test_span_registry.py b/packages/uipath-core/tests/tracing/test_span_registry.py
new file mode 100644
index 000000000..544c89303
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_span_registry.py
@@ -0,0 +1,290 @@
+"""Test span registry and parent context resolution."""
+
+from opentelemetry.trace import Span
+
+from tests.conftest import SpanCapture
+from uipath.core.tracing.decorators import traced
+from uipath.core.tracing.span_utils import UiPathSpanUtils, _span_registry
+
+
+def test_nested_traced_functions_with_external_context(span_capture: SpanCapture):
+    """Test nested traced functions when external span context is provided.
+
+    Simulates the scenario where:
+    - An external tracing system (like LangGraph) has active spans
+    - Our traced decorators create OTel spans
+    - The registry determines which span is deeper
+    """
+
+    external_span_stack: list[Span] = []
+
+    def mock_external_span_provider():
+        return external_span_stack[-1] if external_span_stack else None
+
+    def mock_ancestors_provider():
+        return list(external_span_stack)
+
+    UiPathSpanUtils.register_current_span_provider(mock_external_span_provider)
+    UiPathSpanUtils.register_current_span_ancestors_provider(mock_ancestors_provider)
+
+    @traced(name="root")
+    def root():
+        spans = span_capture.get_spans()
+        if spans:
+            external_span_stack.append(spans[-1])
+
+        result = level1()
+
+        if external_span_stack:
+            external_span_stack.pop()
+
+        return result
+
+    @traced(name="level1")
+    def level1():
+        return level2()
+
+    @traced(name="level2")
+    def level2():
+        return level3()
+
+    @traced(name="level3")
+    def level3():
+        return level4()
+
+    @traced(name="level4")
+    def level4():
+        return level5()
+
+    @traced(name="level5")
+    def level5():
+        return "done"
+
+    result = root()
+
+    assert result == "done"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 6, f"Expected 6 spans, got {len(spans)}"
+
+    root_span = next(s for s in spans if s.name == "root")
+    level1_span = next(s for s in spans if s.name == "level1")
+    level2_span = next(s for s in spans if s.name == "level2")
+    level3_span = next(s for s in spans if s.name == "level3")
+    level4_span = next(s for s in spans if s.name == "level4")
+    level5_span = next(s for s in spans if s.name == "level5")
+
+    # Verify hierarchy
+    assert root_span.parent is None, "Root should have no parent"
+    assert level1_span.parent is not None
+    assert level1_span.parent.span_id == root_span.context.span_id
+    assert level2_span.parent is not None
+    assert level2_span.parent.span_id == level1_span.context.span_id
+    assert level3_span.parent is not None
+    assert level3_span.parent.span_id == level2_span.context.span_id
+    assert level4_span.parent is not None
+    assert level4_span.parent.span_id == level3_span.context.span_id
+    assert level5_span.parent is not None
+    assert level5_span.parent.span_id == level4_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+    # Cleanup
+    UiPathSpanUtils.register_current_span_provider(None)
+    UiPathSpanUtils.register_current_span_ancestors_provider(None)
+
+
+def test_span_registry_depth_calculation(span_capture: SpanCapture):
+    """Test that the span registry correctly calculates span depths."""
+    from uipath.core.tracing.decorators import traced
+    from uipath.core.tracing.span_utils import _span_registry
+
+    @traced(name="depth0")
+    def depth0():
+        return depth1()
+
+    @traced(name="depth1")
+    def depth1():
+        return depth2()
+
+    @traced(name="depth2")
+    def depth2():
+        return depth3()
+
+    @traced(name="depth3")
+    def depth3():
+        return "max_depth"
+
+    result = depth0()
+
+    assert result == "max_depth"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 4
+
+    # Register all spans in the registry
+    for span in spans:
+        _span_registry.register_span(span)
+
+    # Get span IDs
+    depth0_span = next(s for s in spans if s.name == "depth0")
+    depth1_span = next(s for s in spans if s.name == "depth1")
+    depth2_span = next(s for s in spans if s.name == "depth2")
+    depth3_span = next(s for s in spans if s.name == "depth3")
+
+    # Verify depths
+    assert _span_registry.calculate_depth(depth0_span.context.span_id) == 0
+    assert _span_registry.calculate_depth(depth1_span.context.span_id) == 1
+    assert _span_registry.calculate_depth(depth2_span.context.span_id) == 2
+    assert _span_registry.calculate_depth(depth3_span.context.span_id) == 3
+
+    span_capture.print_hierarchy()
+
+
+def test_span_registry_is_ancestor(span_capture: SpanCapture):
+    """Test that the span registry correctly identifies ancestor relationships."""
+
+    @traced(name="grandparent")
+    def grandparent():
+        return parent()
+
+    @traced(name="parent")
+    def parent():
+        return child()
+
+    @traced(name="child")
+    def child():
+        return "leaf"
+
+    result = grandparent()
+
+    assert result == "leaf"
+
+    spans = span_capture.get_spans()
+    assert len(spans) == 3
+
+    # Register all spans
+    for span in spans:
+        _span_registry.register_span(span)
+
+    grandparent_span = next(s for s in spans if s.name == "grandparent")
+    parent_span = next(s for s in spans if s.name == "parent")
+    child_span = next(s for s in spans if s.name == "child")
+
+    grandparent_id = grandparent_span.context.span_id
+    parent_id = parent_span.context.span_id
+    child_id = child_span.context.span_id
+
+    # Test ancestor relationships
+    assert _span_registry.is_ancestor(grandparent_id, child_id), (
+        "Grandparent should be ancestor of child"
+    )
+    assert _span_registry.is_ancestor(parent_id, child_id), (
+        "Parent should be ancestor of child"
+    )
+    assert _span_registry.is_ancestor(grandparent_id, parent_id), (
+        "Grandparent should be ancestor of parent"
+    )
+
+    # Test negative cases
+    assert not _span_registry.is_ancestor(child_id, grandparent_id), (
+        "Child should not be ancestor of grandparent"
+    )
+    assert not _span_registry.is_ancestor(parent_id, grandparent_id), (
+        "Parent should not be ancestor of grandparent"
+    )
+
+    span_capture.print_hierarchy()
+
+
+def test_mixed_otel_and_external_spans(span_capture: SpanCapture):
+    """Test scenario where OTel spans and external spans are interleaved.
+
+    This mimics the real-world scenario from the screenshots where:
+    - LangGraph creates spans
+    - generate_report is traced
+    - Custom traced functions are called
+    - All should maintain proper hierarchy
+    """
+
+    external_spans: list[Span] = []
+
+    def mock_external_span_provider():
+        return external_spans[-1] if external_spans else None
+
+    def mock_ancestors_provider():
+        return external_spans[:-1] if len(external_spans) > 1 else []
+
+    UiPathSpanUtils.register_current_span_provider(mock_external_span_provider)
+    UiPathSpanUtils.register_current_span_ancestors_provider(mock_ancestors_provider)
+
+    @traced(name="langraph_simulation")
+    def langraph_simulation():
+        spans = span_capture.get_spans()
+        if spans:
+            external_spans.append(spans[-1])
+
+        result = generate_report()
+
+        if external_spans:
+            external_spans.pop()
+
+        return result
+
+    @traced(name="generate_report")
+    def generate_report():
+        spans = span_capture.get_spans()
+        if spans:
+            # Add generate_report to external spans
+            for s in spans:
+                if s.name == "generate_report" and s not in external_spans:
+                    external_spans.append(s)
+                    break
+
+        result = custom_function()
+
+        # Remove generate_report from external spans
+        if (
+            external_spans
+            and getattr(external_spans[-1], "name", None) == "generate_report"
+        ):
+            external_spans.pop()
+
+        return result
+
+    @traced(name="custom_function")
+    def custom_function():
+        return nested_function()
+
+    @traced(name="nested_function")
+    def nested_function():
+        return "result"
+
+    result = langraph_simulation()
+
+    assert result == "result"
+
+    spans = span_capture.get_spans()
+    assert len(spans) >= 4, f"Expected at least 4 spans, got {len(spans)}"
+
+    # Verify hierarchy
+    langraph_span = next(s for s in spans if s.name == "langraph_simulation")
+    report_span = next(s for s in spans if s.name == "generate_report")
+    custom_span = next(s for s in spans if s.name == "custom_function")
+    nested_span = next(s for s in spans if s.name == "nested_function")
+
+    # Check parent-child relationships
+    assert report_span.parent is not None
+    assert report_span.parent.span_id == langraph_span.context.span_id
+
+    assert custom_span.parent is not None
+    assert custom_span.parent.span_id == report_span.context.span_id
+
+    assert nested_span.parent is not None
+    assert nested_span.parent.span_id == custom_span.context.span_id
+
+    span_capture.print_hierarchy()
+
+    # Cleanup
+    UiPathSpanUtils.register_current_span_provider(None)
+    UiPathSpanUtils.register_current_span_ancestors_provider(None)
diff --git a/packages/uipath-core/tests/tracing/test_trace_manager.py b/packages/uipath-core/tests/tracing/test_trace_manager.py
new file mode 100644
index 000000000..d3d7db13b
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_trace_manager.py
@@ -0,0 +1,33 @@
+"""Simple test for runtime factory and executor span capture."""
+
+import pytest
+from opentelemetry import trace
+
+from uipath.core.tracing.trace_manager import UiPathTraceManager
+
+
+@pytest.mark.asyncio
+async def test_multiple_factories_same_executor():
+    """Test two factories using same executor, verify spans are captured correctly."""
+    trace_manager = UiPathTraceManager()
+
+    # Create span
+    tracer = trace.get_tracer("uipath-runtime")
+    with trace_manager.start_execution_span("root-span", "test"):
+        with tracer.start_as_current_span(
+            "custom-child-span", attributes={"operation": "child", "step": "1"}
+        ):
+            pass
+
+    spans = trace_manager.get_execution_spans("test")
+    assert len(spans) == 2
+
+    assert spans[0].name == "custom-child-span"
+    assert spans[0].attributes == {
+        "operation": "child",
+        "step": "1",
+        "execution.id": "test",
+    }
+
+    assert spans[1].name == "root-span"
+    assert spans[1].attributes == {"execution.id": "test"}
diff --git a/packages/uipath-core/tests/tracing/test_traced.py b/packages/uipath-core/tests/tracing/test_traced.py
new file mode 100644
index 000000000..ca2b2de6a
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_traced.py
@@ -0,0 +1,1096 @@
+import json
+from asyncio import sleep
+from dataclasses import asdict, dataclass
+from enum import Enum
+from typing import Any, Sequence
+
+import pytest
+from opentelemetry import trace
+from opentelemetry.sdk.trace import ReadableSpan, TracerProvider
+from opentelemetry.sdk.trace.export import (
+    SimpleSpanProcessor,
+    SpanExporter,
+    SpanExportResult,
+)
+
+from uipath.core.tracing import traced
+
+
+class InMemorySpanExporter(SpanExporter):
+    """An OpenTelemetry span exporter that stores spans in memory for testing."""
+
+    def __init__(self):
+        self.spans = []
+        self.is_shutdown = False
+
+    def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
+        if self.is_shutdown:
+            return SpanExportResult.FAILURE
+
+        self.spans.extend(spans)
+        return SpanExportResult.SUCCESS
+
+    def get_exported_spans(self) -> list[ReadableSpan]:
+        return self.spans
+
+    def clear_exported_spans(self) -> None:
+        self.spans = []
+
+    def force_flush(self, timeout_millis: int = 30000) -> bool:
+        return not self.is_shutdown
+
+    def shutdown(self) -> None:
+        self.is_shutdown = True
+
+
+@pytest.fixture
+def setup_tracer():
+    # Setup InMemorySpanExporter and TracerProvider
+    exporter = InMemorySpanExporter()
+    provider = TracerProvider()
+    trace.set_tracer_provider(provider)
+    trace.get_tracer_provider().add_span_processor(SimpleSpanProcessor(exporter))  # type: ignore
+
+    yield exporter, provider
+
+
+def test_traced_sync_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced()
+    def sample_function(x, y):
+        return x + y
+
+    result = sample_function(2, 3)
+    assert result == 5
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_function"
+    assert span.attributes["span_type"] == "function_call_sync"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "5"
+
+
+def test_traced_bare_sync_function(setup_tracer):
+    """Test @traced without parentheses on a sync function."""
+    exporter, provider = setup_tracer
+
+    @traced
+    def sample_function(x, y):
+        return x + y
+
+    result = sample_function(2, 3)
+    assert result == 5
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_function"
+    assert span.attributes["span_type"] == "function_call_sync"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "5"
+
+
+@pytest.mark.asyncio
+async def test_traced_async_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced()
+    async def sample_async_function(x, y):
+        return x * y
+
+    result = await sample_async_function(2, 3)
+    assert result == 6
+
+    provider.shutdown()  # Ensure spans are flushed
+
+    await sleep(1)
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_async_function"
+    assert span.attributes["span_type"] == "function_call_async"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "6"
+
+
+@pytest.mark.asyncio
+async def test_traced_bare_async_function(setup_tracer):
+    """Test @traced without parentheses on an async function."""
+    exporter, provider = setup_tracer
+
+    @traced
+    async def sample_async_function(x, y):
+        return x * y
+
+    result = await sample_async_function(2, 3)
+    assert result == 6
+
+    provider.shutdown()
+
+    await sleep(1)
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_async_function"
+    assert span.attributes["span_type"] == "function_call_async"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "6"
+
+
+def test_traced_generator_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced()
+    def sample_generator_function(n):
+        for i in range(n):
+            yield i
+
+    results = list(sample_generator_function(3))
+    assert results == [0, 1, 2]
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_generator_function"
+    assert span.attributes["span_type"] == "function_call_generator_sync"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "[0, 1, 2]"
+
+
+@pytest.mark.asyncio
+async def test_traced_async_generator_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced()
+    async def sample_async_generator_function(n):
+        for i in range(n):
+            yield i
+
+    results = [item async for item in sample_async_generator_function(3)]
+    assert results == [0, 1, 2]
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_async_generator_function"
+    assert span.attributes["span_type"] == "function_call_generator_async"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "[0, 1, 2]"
+
+
+def test_traced_bare_generator_function(setup_tracer):
+    """Test @traced without parentheses on a generator function."""
+    exporter, provider = setup_tracer
+
+    @traced
+    def sample_generator_function(n):
+        for i in range(n):
+            yield i
+
+    results = list(sample_generator_function(3))
+    assert results == [0, 1, 2]
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_generator_function"
+    assert span.attributes["span_type"] == "function_call_generator_sync"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "[0, 1, 2]"
+
+
+@pytest.mark.asyncio
+async def test_traced_bare_async_generator_function(setup_tracer):
+    """Test @traced without parentheses on an async generator function."""
+    exporter, provider = setup_tracer
+
+    @traced
+    async def sample_async_generator_function(n):
+        for i in range(n):
+            yield i
+
+    results = [item async for item in sample_async_generator_function(3)]
+    assert results == [0, 1, 2]
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "sample_async_generator_function"
+    assert span.attributes["span_type"] == "function_call_generator_async"
+    assert "input.value" in span.attributes
+    assert "output.value" in span.attributes
+    assert span.attributes["output.value"] == "[0, 1, 2]"
+
+
+def test_traced_bare_preserves_type_hints(setup_tracer):
+    """Test that @traced without parentheses preserves function type hints and signature."""
+    exporter, provider = setup_tracer
+
+    @traced
+    def typed_function(x: int, y: str = "hello") -> bool:
+        return True
+
+    import inspect
+    from typing import get_type_hints
+
+    hints = get_type_hints(typed_function)
+    assert hints == {"x": int, "y": str, "return": bool}
+
+    sig = inspect.signature(typed_function)
+    assert list(sig.parameters.keys()) == ["x", "y"]
+    assert sig.parameters["x"].annotation is int
+    assert sig.parameters["y"].default == "hello"
+
+    provider.shutdown()
+
+
+def test_traced_with_basic_processors(setup_tracer):
+    """Test traced decorator with basic input and output processors."""
+    exporter, provider = setup_tracer
+
+    def double_input(inputs):
+        """Double numeric inputs."""
+        result = inputs.copy()
+        for key, value in result.items():
+            if isinstance(value, (int, float)):
+                result[key] = value * 2
+        return result
+
+    def format_output(output):
+        """Format the output as a string."""
+        return {"result": str(output)}
+
+    @traced(input_processor=double_input, output_processor=format_output)
+    def multiply(x, y):
+        return x * y
+
+    # Original function behavior should be unchanged
+    result = multiply(3, 4)
+    assert result == 12
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Check that input processor was applied (doubles the inputs)
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert inputs["x"] == 6  # 3 doubled to 6
+    assert inputs["y"] == 8  # 4 doubled to 8
+
+    # Check that output processor was applied (formatted as string in dict)
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert output == {"result": "12"}  # Result wrapped in dict with string conversion
+
+
+@pytest.mark.asyncio
+async def test_traced_async_with_basic_processors(setup_tracer):
+    """Test traced decorator with basic processors for async functions."""
+    exporter, provider = setup_tracer
+
+    def add_context(inputs):
+        """Add context to inputs."""
+        result = inputs.copy()
+        result["context"] = "test"
+        return result
+
+    def add_timestamp(output):
+        """Add a timestamp to output."""
+        if isinstance(output, dict):
+            result = output.copy()
+            result["processed"] = True
+            return result
+        return {"value": output, "processed": True}
+
+    @traced(input_processor=add_context, output_processor=add_timestamp)
+    async def async_operation(message):
+        await sleep(0.1)
+        return {"status": "completed", "message": message}
+
+    # Original function behavior should be unchanged
+    result = await async_operation("hello")
+    assert result == {"status": "completed", "message": "hello"}
+
+    provider.shutdown()  # Ensure spans are flushed
+    await sleep(0.1)  # Give time for spans to be processed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Check that input processor was applied
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert inputs["message"] == "hello"
+    assert inputs["context"] == "test"  # Added by processor
+
+    # Check that output processor was applied
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert output["status"] == "completed"
+    assert output["message"] == "hello"
+    assert output["processed"] is True  # Added by processor
+
+
+def mask_credit_card(inputs: dict[str, Any]) -> dict[str, Any]:
+    """Process inputs to mask credit card information."""
+    processed = inputs.copy()
+    if "card_number" in processed:
+        if len(processed["card_number"]) >= 4:
+            # Keep only the last 4 digits
+            processed["card_number"] = "**** **** **** " + processed["card_number"][-4:]
+        else:
+            processed["card_number"] = "****"
+    return processed
+
+
+def anonymize_single_user_data(output_dict: dict[str, Any]) -> dict[str, Any]:
+    """Process a single dictionary to anonymize user information."""
+    processed = output_dict.copy()
+    if "user_info" in processed and isinstance(processed["user_info"], dict):
+        user_info = processed["user_info"].copy()
+        if "name" in user_info:
+            user_info["name"] = "Anonymous User"
+        if "email" in user_info:
+            user_info["email"] = "anonymous@example.com"
+        processed["user_info"] = user_info
+    return processed
+
+
+def anonymize_user_data(output: Any) -> Any:
+    """Process outputs to anonymize user information."""
+    # Handle list of outputs (from generators)
+    if isinstance(output, list):
+        processed_outputs = []
+        for item in output:
+            if isinstance(item, dict):
+                processed_outputs.append(anonymize_single_user_data(item))
+            else:
+                processed_outputs.append(item)
+        return processed_outputs
+
+    # Handle single dictionary output
+    if not isinstance(output, dict):
+        return output
+
+    return anonymize_single_user_data(output)
+
+
+def dataclass_to_dict(obj):
+    """Convert a dataclass instance or list of dataclass instances to dict(s)."""
+    if isinstance(obj, list):
+        return [dataclass_to_dict(item) for item in obj]
+
+    # Check if object is a dataclass (has __dataclass_fields__ attribute)
+    if hasattr(obj, "__dataclass_fields__"):
+        return asdict(obj)
+
+    return obj
+
+
+# Example of a processor that handles dataclasses
+def process_dataclass_output(output):
+    """Process output that might be a dataclass or contain dataclasses."""
+    # First convert to dict if it's a dataclass
+    data = dataclass_to_dict(output)
+
+    # Now apply regular dict processing
+    if isinstance(data, dict):
+        # Apply your masking/anonymization logic
+        if "sensitive_field" in data:
+            data["sensitive_field"] = "***MASKED***"
+
+        # Check for direct email field (for UserProfile dataclass)
+        if "email" in data:
+            data["email"] = "anonymous@example.com"
+
+        # Process nested user_info if present
+        if "user_info" in data and isinstance(data["user_info"], dict):
+            if "email" in data["user_info"]:
+                data["user_info"]["email"] = "anonymous@example.com"
+
+    return data
+
+
+# Example of using with a dataclass
+@dataclass
+class UserProfile:
+    user_id: int
+    name: str
+    email: str
+    access_level: str
+
+
+def test_traced_with_input_processor(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(input_processor=mask_credit_card)
+    def process_payment(name, card_number, amount):
+        return {"transaction_id": "tx_12345", "amount": amount, "status": "approved"}
+
+    result = process_payment("John Doe", "4111111111111111", 99.99)
+    assert result["transaction_id"] == "tx_12345"
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "process_payment"
+
+    # Verify inputs were processed
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert "card_number" in inputs
+    assert inputs["card_number"] == "**** **** **** 1111"  # Should be masked
+    assert inputs["name"] == "John Doe"  # Should be unchanged
+
+    # Verify original function output is returned
+    assert result["transaction_id"] == "tx_12345"
+    assert result["amount"] == 99.99
+
+
+def test_traced_with_output_processor(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(output_processor=anonymize_user_data)
+    def get_user_profile(user_id):
+        # Return sensitive user data
+        return {
+            "user_id": user_id,
+            "user_info": {"name": "Jane Smith", "email": "jane@example.com", "age": 32},
+            "subscription": "premium",
+        }
+
+    result = get_user_profile(12345)
+
+    # Original function should return unmodified data
+    assert result["user_info"]["name"] == "Jane Smith"
+    assert result["user_info"]["email"] == "jane@example.com"
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Verify output was processed for tracing
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert output["user_info"]["name"] == "Anonymous User"
+    assert output["user_info"]["email"] == "anonymous@example.com"
+    assert output["user_info"]["age"] == 32  # Non-sensitive data preserved
+    assert output["subscription"] == "premium"  # Non-sensitive data preserved
+
+
+def test_traced_with_dataclass_output(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(output_processor=process_dataclass_output)
+    def get_user_profile(user_id):
+        # Return a dataclass with sensitive data
+        return UserProfile(
+            user_id=user_id,
+            name="John Doe",
+            email="john.doe@example.com",
+            access_level="admin",
+        )
+
+    result = get_user_profile(12345)
+
+    # Verify original result is unchanged
+    assert result.name == "John Doe"
+    assert result.email == "john.doe@example.com"
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+
+    # Verify the output was processed for tracing
+    output_json = spans[0].attributes["output.value"]
+    output = json.loads(output_json)
+    assert "email" in output
+    assert output["email"] == "anonymous@example.com"  # Masked in the trace
+
+
+@pytest.mark.asyncio
+async def test_traced_async_with_processors(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(input_processor=mask_credit_card, output_processor=anonymize_user_data)
+    async def async_payment_with_user_data(name, card_number, amount):
+        await sleep(0.1)  # Simulate async operation
+        return {
+            "transaction_id": "tx_async_12345",
+            "amount": amount,
+            "status": "approved",
+            "user_info": {
+                "name": name,
+                "email": f"{name.lower().replace(' ', '.')}@example.com",
+            },
+        }
+
+    result = await async_payment_with_user_data("John Doe", "5555555555554444", 199.99)
+
+    # Original function should return unmodified data
+    assert result["transaction_id"] == "tx_async_12345"
+    assert result["user_info"]["name"] == "John Doe"
+    assert result["user_info"]["email"] == "john.doe@example.com"
+
+    provider.shutdown()  # Ensure spans are flushed
+    await sleep(0.1)  # Give time for spans to be processed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Verify inputs were processed
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert inputs["card_number"] == "**** **** **** 4444"
+
+    # Verify outputs were processed
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert output["user_info"]["name"] == "Anonymous User"
+    assert output["user_info"]["email"] == "anonymous@example.com"
+    assert output["amount"] == 199.99  # Non-sensitive data preserved
+
+
+def test_traced_generator_with_processors(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(input_processor=mask_credit_card, output_processor=anonymize_user_data)
+    def generate_user_transactions(card_number, count):
+        for i in range(count):
+            yield {
+                "transaction_id": f"tx_{i}",
+                "amount": 10.0 * (i + 1),
+                "user_info": {"name": "Jane Smith", "email": "jane@example.com"},
+            }
+
+    results = list(generate_user_transactions("4111111111111111", 3))
+
+    # Original function should return unmodified data
+    assert len(results) == 3
+    assert results[0]["user_info"]["name"] == "Jane Smith"
+    assert results[0]["user_info"]["email"] == "jane@example.com"
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Verify inputs were processed
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert inputs["card_number"] == "**** **** **** 1111"
+
+    # Verify outputs were processed
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert len(output) == 3
+    for transaction in output:
+        assert transaction["user_info"]["name"] == "Anonymous User"
+        assert transaction["user_info"]["email"] == "anonymous@example.com"
+
+
+@pytest.mark.asyncio
+async def test_traced_async_generator_with_processors(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(input_processor=mask_credit_card, output_processor=anonymize_user_data)
+    async def generate_async_transactions(card_number, count):
+        for i in range(count):
+            await sleep(0.05)  # Simulate async operation
+            yield {
+                "transaction_id": f"tx_async_{i}",
+                "amount": 20.0 * (i + 1),
+                "user_info": {"name": "Bob Johnson", "email": "bob@example.com"},
+            }
+
+    results = [
+        item async for item in generate_async_transactions("5555555555554444", 2)
+    ]
+
+    # Original function should return unmodified data
+    assert len(results) == 2
+    assert results[0]["user_info"]["name"] == "Bob Johnson"
+    assert results[0]["user_info"]["email"] == "bob@example.com"
+
+    provider.shutdown()  # Ensure spans are flushed
+    await sleep(0.1)  # Give time for spans to be processed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Verify inputs were processed
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert inputs["card_number"] == "**** **** **** 4444"
+
+    # Verify outputs were processed
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert len(output) == 2
+    for transaction in output:
+        assert transaction["user_info"]["name"] == "Anonymous User"
+        assert transaction["user_info"]["email"] == "anonymous@example.com"
+
+
+def test_traced_with_hide_input_outputs(setup_tracer):
+    """Test that hide_input=True and hide_output=True redacts all data."""
+    exporter, provider = setup_tracer
+
+    @traced(hide_input=True, hide_output=True)
+    def fully_private_function(sensitive_input):
+        return {"sensitive_output": f"Processed {sensitive_input}"}
+
+    result = fully_private_function("confidential_data")
+
+    # Original function should return unmodified data
+    assert result["sensitive_output"] == "Processed confidential_data"
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+
+    # Verify both inputs and outputs were redacted
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+    assert inputs == {"redacted": "Input data not logged for privacy/security"}
+
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+    assert output == {"redacted": "Output data not logged for privacy/security"}
+
+
+class Operator(Enum):
+    ADD = "+"
+    SUBTRACT = "-"
+    MULTIPLY = "*"
+    DIVIDE = "/"
+
+
+@dataclass
+class CalculatorInput:
+    a: float = 0.0
+    b: float = 0.0
+    operator: Operator = Operator.ADD
+
+
+@dataclass
+class CalculatorOutput:
+    result: float = 0.0
+    operator: Operator = Operator.ADD
+
+
+def test_traced_complex_input_serialization(setup_tracer):
+    """Test that traced decorator properly serializes complex inputs like dataclasses with enums."""
+    exporter, provider = setup_tracer
+
+    @traced()
+    def test_complex_input(input: CalculatorInput) -> CalculatorOutput:
+        assert isinstance(input.a, float)
+        assert isinstance(input.b, float)
+        assert isinstance(input.operator, Operator)
+        return CalculatorOutput(result=(input.a * input.b), operator=Operator.MULTIPLY)
+
+    # Create a complex input with dataclass and enum
+    calculator_input = CalculatorInput(a=10.5, b=5.2, operator=Operator.MULTIPLY)
+    test_complex_input(calculator_input)
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "test_complex_input"
+    assert span.attributes["span_type"] == "function_call_sync"
+
+    # Verify that inputs are properly serialized as JSON
+    assert "input.value" in span.attributes
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+
+    # Debug: Print the actual inputs structure
+    print(f"Inputs JSON: {inputs_json}")
+    print(f"Parsed inputs: {inputs}")
+
+    # Check that the dataclass is properly serialized
+    assert "input" in inputs
+    input_data = inputs["input"]
+
+    # Verify the dataclass fields are properly serialized
+    assert input_data["a"] == 10.5
+    assert input_data["b"] == 5.2
+    # Verify the enum is serialized as its value
+    assert input_data["operator"] == "*"
+
+    # Verify that outputs are properly serialized as JSON
+    assert "output.value" in span.attributes
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+
+    # Debug: Print the actual output structure
+    print(f"Output JSON: {output_json}")
+    print(f"Parsed output: {output}")
+
+    # Verify the output dataclass fields are properly serialized
+    assert output["result"] == 54.6  # 10.5 * 5.2 = 54.6
+    # Verify the enum is serialized as its value
+    assert output["operator"] == "*"
+
+
+@pytest.mark.asyncio
+async def test_traced_with_pydantic_basemodel_class(setup_tracer):
+    """Test that Pydantic BaseModel classes can be serialized in tracing.
+
+    This tests the fix for the issue where passing a Pydantic BaseModel class
+    as a parameter (like response_format=OutputFormat) would cause JSON
+    serialization errors in tracing.
+    """
+    from pydantic import BaseModel
+
+    exporter, provider = setup_tracer
+
+    class OutputFormat(BaseModel):
+        result: str
+        confidence: float = 0.95
+
+    @traced()
+    async def llm_chat_completions(messages: list[Any], response_format=None):
+        """Simulate LLM function with BaseModel class as response_format."""
+        if response_format:
+            mock_content = '{"result": "hi!", "confidence": 0.95}'
+            return {"choices": [{"message": {"content": mock_content}}]}
+        return {"choices": [{"message": {"content": "hi!"}}]}
+
+    # Test with tuple message format and BaseModel class as parameter
+    messages = [("human", "repeat this: hi!")]
+    result = await llm_chat_completions(messages, response_format=OutputFormat)
+
+    assert result is not None
+    assert "choices" in result
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 1
+    span = spans[0]
+    assert span.name == "llm_chat_completions"
+    assert span.attributes["span_type"] == "function_call_async"
+
+    # Verify inputs are properly serialized as JSON, including BaseModel class
+    assert "input.value" in span.attributes
+    inputs_json = span.attributes["input.value"]
+    inputs = json.loads(inputs_json)
+
+    # Check BaseModel class is properly serialized with schema representation
+    assert "response_format" in inputs
+    response_format_data = inputs["response_format"]
+
+    # Verify the BaseModel class is serialized as a schema representation
+    assert "__class__" in response_format_data
+    assert "__module__" in response_format_data
+    assert "schema" in response_format_data
+    assert response_format_data["__class__"] == "OutputFormat"
+
+    # Verify the schema contains expected structure
+    schema = response_format_data["schema"]
+    assert "properties" in schema
+    assert "result" in schema["properties"]
+    assert "confidence" in schema["properties"]
+    assert schema["properties"]["result"]["type"] == "string"
+    assert schema["properties"]["confidence"]["type"] == "number"
+
+    # Verify that tuple messages are also properly serialized
+    assert "messages" in inputs
+    messages_data = inputs["messages"]
+    assert isinstance(messages_data, list)
+    assert len(messages_data) == 1
+    assert messages_data[0] == ["human", "repeat this: hi!"]
+
+    # Verify that outputs are properly serialized as JSON
+    assert "output.value" in span.attributes
+    output_json = span.attributes["output.value"]
+    output = json.loads(output_json)
+
+    assert "choices" in output
+    assert len(output["choices"]) == 1
+
+
+@pytest.mark.asyncio
+async def test_non_recording_traced_async_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(recording=True)
+    async def child_sample_async_function(x, y):
+        return x * y
+
+    @traced(recording=False)
+    async def sample_async_function(x, y):
+        return await child_sample_async_function(x, y)
+
+    result = await sample_async_function(2, 3)
+    assert result == 6
+
+    provider.shutdown()  # Ensure spans are flushed
+
+    await sleep(1)
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 0
+
+
+def test_non_recording_traced_sync_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced(recording=True)
+    def child_sample_sync_function(x, y):
+        return x * y
+
+    @traced(recording=False)
+    def sample_sync_function(x, y):
+        return child_sample_sync_function(x, y)
+
+    result = sample_sync_function(2, 3)
+    assert result == 6
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 0
+
+
+def test_non_recording_traced_generator_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced()
+    def sample_child_generator_function(n):
+        for i in range(n):
+            yield i
+
+    @traced(recording=False)
+    def sample_generator_function(n):
+        for i in sample_child_generator_function(n):
+            yield i
+
+    results = list(sample_generator_function(3))
+    assert results == [0, 1, 2]
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 0
+
+
+@pytest.mark.asyncio
+async def test_non_recording_traced_async_generator_function(setup_tracer):
+    exporter, provider = setup_tracer
+
+    @traced()
+    async def sample_child_async_generator_function(n):
+        for i in range(n):
+            yield i
+
+    @traced(recording=False)
+    async def sample_async_generator_function(n):
+        async for i in sample_child_async_generator_function(n):
+            yield i
+
+    results = [item async for item in sample_async_generator_function(3)]
+    assert results == [0, 1, 2]
+
+    provider.shutdown()  # Ensure spans are flushed
+    spans = exporter.get_exported_spans()
+
+    assert len(spans) == 0
+
+
+# --------- Suppress Instrumentation Tests ---------
+
+
+def test_suppress_instrumentation_sync_function(setup_tracer):
+    """Test that suppress_instrumentation prevents spans from being created for sync functions."""
+    from opentelemetry.instrumentation.utils import suppress_instrumentation
+
+    exporter, provider = setup_tracer
+
+    @traced()
+    def sample_function(x, y):
+        return x + y
+
+    # Call without suppression - should create span
+    result = sample_function(2, 3)
+    assert result == 5
+
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 1
+
+    exporter.clear_exported_spans()
+
+    # Call with suppression - should NOT create span
+    with suppress_instrumentation():
+        result = sample_function(4, 5)
+        assert result == 9
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 0
+
+
+@pytest.mark.asyncio
+async def test_suppress_instrumentation_async_function(setup_tracer):
+    """Test that suppress_instrumentation prevents spans from being created for async functions."""
+    from opentelemetry.instrumentation.utils import suppress_instrumentation
+
+    exporter, provider = setup_tracer
+
+    @traced()
+    async def sample_async_function(x, y):
+        return x * y
+
+    # Call without suppression - should create span
+    result = await sample_async_function(2, 3)
+    assert result == 6
+
+    await sleep(0.1)
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 1
+
+    exporter.clear_exported_spans()
+
+    # Call with suppression - should NOT create span
+    with suppress_instrumentation():
+        result = await sample_async_function(4, 5)
+        assert result == 20
+
+    provider.shutdown()
+    await sleep(0.1)
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 0
+
+
+def test_suppress_instrumentation_generator_function(setup_tracer):
+    """Test that suppress_instrumentation prevents spans from being created for generator functions."""
+    from opentelemetry.instrumentation.utils import suppress_instrumentation
+
+    exporter, provider = setup_tracer
+
+    @traced()
+    def sample_generator_function(n):
+        for i in range(n):
+            yield i
+
+    # Call without suppression - should create span
+    results = list(sample_generator_function(3))
+    assert results == [0, 1, 2]
+
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 1
+
+    exporter.clear_exported_spans()
+
+    # Call with suppression - should NOT create span
+    with suppress_instrumentation():
+        results = list(sample_generator_function(4))
+        assert results == [0, 1, 2, 3]
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 0
+
+
+@pytest.mark.asyncio
+async def test_suppress_instrumentation_async_generator_function(setup_tracer):
+    """Test that suppress_instrumentation prevents spans from being created for async generator functions."""
+    from opentelemetry.instrumentation.utils import suppress_instrumentation
+
+    exporter, provider = setup_tracer
+
+    @traced()
+    async def sample_async_generator_function(n):
+        for i in range(n):
+            yield i
+
+    # Call without suppression - should create span
+    results = [item async for item in sample_async_generator_function(3)]
+    assert results == [0, 1, 2]
+
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 1
+
+    exporter.clear_exported_spans()
+
+    # Call with suppression - should NOT create span
+    with suppress_instrumentation():
+        results = [item async for item in sample_async_generator_function(4)]
+        assert results == [0, 1, 2, 3]
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 0
+
+
+def test_suppress_instrumentation_nested_functions(setup_tracer):
+    """Test that suppress_instrumentation prevents spans for nested traced function calls."""
+    from opentelemetry.instrumentation.utils import suppress_instrumentation
+
+    exporter, provider = setup_tracer
+
+    @traced()
+    def inner_function(x):
+        return x * 2
+
+    @traced()
+    def outer_function(x):
+        return inner_function(x) + 1
+
+    # Call without suppression - should create 2 spans
+    result = outer_function(5)
+    assert result == 11
+
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 2
+
+    exporter.clear_exported_spans()
+
+    # Call with suppression - should NOT create any spans
+    with suppress_instrumentation():
+        result = outer_function(10)
+        assert result == 21
+
+    provider.shutdown()
+    spans = exporter.get_exported_spans()
+    assert len(spans) == 0
diff --git a/packages/uipath-core/tests/tracing/test_tracing_utils.py b/packages/uipath-core/tests/tracing/test_tracing_utils.py
new file mode 100644
index 000000000..803f2b152
--- /dev/null
+++ b/packages/uipath-core/tests/tracing/test_tracing_utils.py
@@ -0,0 +1,90 @@
+import inspect
+import json
+
+from uipath.core.tracing._utils import format_args_for_trace, format_args_for_trace_json
+
+
+class TestSpanUtils:
+    def test_format_args_for_trace(self):
+        # Simple function signature
+        def func1(a, b, c=3):
+            pass
+
+        sig = inspect.signature(func1)
+        result = format_args_for_trace(sig, 1, 2)
+        assert result == {"a": 1, "b": 2, "c": 3}
+
+        # Test with kwargs
+        result = format_args_for_trace(sig, 1, c=4, b=5)
+        assert result == {"a": 1, "b": 5, "c": 4}
+
+        # Function with self parameter
+        class TestClass:
+            def method(self, x, y):
+                pass
+
+        sig = inspect.signature(TestClass.method)
+        result = format_args_for_trace(sig, TestClass(), 10, 20)
+        assert result == {"x": 10, "y": 20}
+
+        # Function with **kwargs
+        def func2(a, **kwargs):
+            pass
+
+        sig = inspect.signature(func2)
+        result = format_args_for_trace(sig, 1, b=2, c=3)
+        assert result == {"a": 1, "b": 2, "c": 3}
+
+    def test_format_args_for_trace_json(self):
+        def sample_func(a, b=None):
+            pass
+
+        sig = inspect.signature(sample_func)
+
+        # Test with simple args
+        json_result = format_args_for_trace_json(sig, 1, b="test")
+        parsed = json.loads(json_result)
+        assert parsed == {"a": 1, "b": "test"}
+
+        # Test with non-serializable object
+        class NonSerializable:
+            pass
+
+        json_result = format_args_for_trace_json(sig, 1, b=NonSerializable())
+        # Should not raise exception
+        parsed = json.loads(json_result)
+        assert parsed["a"] == 1
+        assert "b" in parsed  # The value will be a string representation
+
+    def test_format_args_for_trace_json_with_class_type(self):
+        """Test format_args_for_trace_json with a function that takes a class type as parameter."""
+        from pydantic import BaseModel
+
+        # Define a mock OutputFormat class (similar to the example)
+        class OutputFormat(BaseModel):
+            format_type: str = "json"
+            strict: bool = True
+
+        # Define a function that takes a class type parameter
+        def chat_completions(messages, response_format=None):
+            pass
+
+        sig = inspect.signature(chat_completions)
+
+        # Test with class type as parameter (not instance)
+        json_result = format_args_for_trace_json(
+            sig, [("human", "repeat this: hi!")], response_format=OutputFormat
+        )
+
+        # Should not raise exception and should serialize the class
+        parsed = json.loads(json_result)
+        # Note: tuples are serialized as lists in JSON
+        assert parsed["messages"] == [["human", "repeat this: hi!"]]
+        assert "response_format" in parsed
+
+        # When a class type is passed, it should be serialized with class info
+        response_format_data = parsed["response_format"]
+        assert "__class__" in response_format_data
+        assert response_format_data["__class__"] == "OutputFormat"
+        assert "__module__" in response_format_data
+        assert "schema" in response_format_data
diff --git a/packages/uipath-core/uv.lock b/packages/uipath-core/uv.lock
new file mode 100644
index 000000000..8c7f71815
--- /dev/null
+++ b/packages/uipath-core/uv.lock
@@ -0,0 +1,1135 @@
+version = 1
+revision = 3
+requires-python = ">=3.11"
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+source = { registry = "https://pypi.org/simple" }
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diff --git a/packages/uipath-platform/.python-version b/packages/uipath-platform/.python-version
new file mode 100644
index 000000000..2c0733315
--- /dev/null
+++ b/packages/uipath-platform/.python-version
@@ -0,0 +1 @@
+3.11
diff --git a/packages/uipath-platform/CONTRIBUTING.md b/packages/uipath-platform/CONTRIBUTING.md
new file mode 100644
index 000000000..d47717b3d
--- /dev/null
+++ b/packages/uipath-platform/CONTRIBUTING.md
@@ -0,0 +1,115 @@
+# Contributing to UiPath Runtime SDK
+
+## Local Development Setup
+
+### Prerequisites
+
+1. **Install Python ≥ 3.11**:
+    - Download and install Python 3.11 from the official [Python website](https://www.python.org/downloads/)
+    - Verify the installation by running:
+        ```sh
+        python3.11 --version
+        ```
+
+    Alternative: [mise](https://mise.jdx.dev/lang/python.html)
+
+2. **Install [uv](https://docs.astral.sh/uv/)**:
+    Follow the official installation instructions for your operating system.
+
+3. **Create a virtual environment in the current working directory**:
+    ```sh
+    uv venv
+    ```
+
+4. **Activate the virtual environment**:
+    - Linux/Mac
+    ```sh
+    source .venv/bin/activate
+    ```
+    - Windows Powershell
+    ```sh
+    .venv\Scripts\Activate.ps1
+    ```
+    - Windows Bash
+    ```sh
+    source .venv/Scripts/activate
+    ```
+
+5. **Install dependencies**:
+    ```sh
+    uv sync --all-extras --no-cache
+    ```
+
+For additional commands related to linting, formatting, and building, run `just --list`.
+
+### Using the SDK Locally
+
+1. Create a project directory:
+    ```sh
+    mkdir project
+    cd project
+    ```
+
+2. Initialize the Python project:
+    ```sh
+    uv init . --python 3.11
+    ```
+
+3. Set the SDK path:
+    ```sh
+    PATH_TO_SDK=/Users/YOUR_USERNAME/uipath-platform-python
+    ```
+
+4. Install the SDK in editable mode:
+    ```sh
+    uv add --editable ${PATH_TO_SDK}
+    ```
+
+> **Note:** Instead of cloning the project into `.venv/lib/python3.11/site-packages/uipath-platform`, this mode creates a file named `_uipath-platform.pth` inside `.venv/lib/python3.11/site-packages`. This file contains the value of `PATH_TO_SDK`, which is added to `sys.path`—the list of directories where Python searches for packages. To view the entries, run `python -c 'import sys; print(sys.path)'`.
+
+## Service URL Overrides
+
+When developing a UiPath service locally, you can redirect SDK requests to your local server using environment variables:
+
+```bash
+UIPATH_SERVICE_URL_<SERVICE>=http://localhost:<port>
+```
+
+The service name maps from the endpoint prefix — strip the trailing underscore and uppercase it:
+
+| Prefix              | Env var                              |
+|---------------------|--------------------------------------|
+| `agenthub_/`        | `UIPATH_SERVICE_URL_AGENTHUB`        |
+| `orchestrator_/`    | `UIPATH_SERVICE_URL_ORCHESTRATOR`    |
+| `agentsruntime_/`   | `UIPATH_SERVICE_URL_AGENTSRUNTIME`   |
+| `du_/`              | `UIPATH_SERVICE_URL_DU`              |
+| `ecs_/`             | `UIPATH_SERVICE_URL_ECS`             |
+| `connections_/`     | `UIPATH_SERVICE_URL_CONNECTIONS`     |
+| `identity_/`        | `UIPATH_SERVICE_URL_IDENTITY`        |
+| `apps_/`            | `UIPATH_SERVICE_URL_APPS`            |
+| `datafabric_/`      | `UIPATH_SERVICE_URL_DATAFABRIC`      |
+| `resourcecatalog_/` | `UIPATH_SERVICE_URL_RESOURCECATALOG` |
+
+### What happens
+
+1. The org/tenant prefix and service prefix are stripped — your local server receives only the API path:
+
+   ```
+   agenthub_/llm/api/chat/completions → http://localhost:5200/llm/api/chat/completions
+   orchestrator_/odata/Processes      → http://localhost:5300/odata/Processes
+   ```
+
+2. Routing headers (`X-UiPath-Internal-TenantId`, `X-UiPath-Internal-AccountId`) are injected automatically since the platform routing layer is bypassed.
+
+### Example `.env`
+
+```bash
+UIPATH_URL=https://alpha.uipath.com/org/tenant
+UIPATH_ACCESS_TOKEN=your-token
+UIPATH_ORGANIZATION_ID=your-org-id
+UIPATH_TENANT_ID=your-tenant-id
+
+# Override agenthub and orchestrator to local servers
+UIPATH_SERVICE_URL_AGENTHUB=http://localhost:5200
+UIPATH_SERVICE_URL_ORCHESTRATOR=http://localhost:5300
+```
diff --git a/packages/uipath-platform/README.md b/packages/uipath-platform/README.md
new file mode 100644
index 000000000..a910e3f54
--- /dev/null
+++ b/packages/uipath-platform/README.md
@@ -0,0 +1,3 @@
+# UiPath Platform
+
+Python SDK for interacting programmatically with UiPath services.
diff --git a/packages/uipath-platform/pyproject.toml b/packages/uipath-platform/pyproject.toml
new file mode 100644
index 000000000..3c80a9455
--- /dev/null
+++ b/packages/uipath-platform/pyproject.toml
@@ -0,0 +1,117 @@
+[project]
+name = "uipath-platform"
+version = "0.0.11"
+description = "HTTP client library for programmatic access to UiPath Platform"
+readme = { file = "README.md", content-type = "text/markdown" }
+requires-python = ">=3.11"
+dependencies = [
+  "httpx>=0.28.1",
+  "tenacity>=9.0.0",
+  "truststore>=0.10.1",
+  "uipath-core>=0.5.3, <0.6.0",
+  "pydantic-function-models>=0.1.11",
+]
+classifiers = [
+  "Intended Audience :: Developers",
+  "Topic :: Software Development :: Build Tools",
+  "Programming Language :: Python :: 3.11",
+  "Programming Language :: Python :: 3.12",
+  "Programming Language :: Python :: 3.13",
+
+]
+maintainers = [
+  { name = "Marius Cosareanu", email = "marius.cosareanu@uipath.com" },
+  { name = "Cristian Pufu", email = "cristian.pufu@uipath.com" },
+]
+
+[project.urls]
+Homepage = "https://uipath.com"
+Repository = "https://github.com/UiPath/uipath-python"
+Documentation = "https://uipath.github.io/uipath-python/"
+
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[dependency-groups]
+dev = [
+  "bandit>=1.8.2",
+  "mypy>=1.19.0",
+  "ruff>=0.9.4",
+  "rust-just>=1.39.0",
+  "pytest>=7.4.0",
+  "pytest-asyncio>=1.0.0",
+  "pytest-httpx>=0.35.0",
+  "pytest-trio>=0.8.0",
+  "pytest-cov>=4.1.0",
+  "pytest-mock>=3.11.1",
+  "pre-commit>=4.1.0",
+]
+
+[tool.hatch.build.targets.wheel]
+packages = ["src/uipath"]
+
+[tool.ruff]
+line-length = 88
+indent-width = 4
+exclude = ["samples/**", "testcases/**"]
+
+[tool.ruff.lint]
+select = ["E", "F", "B", "I", "D"]
+ignore = ["D417"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "google"
+ignore-decorators = []
+
+[tool.ruff.lint.per-file-ignores]
+"*" = ["E501"]
+"tests/**" = ["D"]
+"*_test.py" = ["D"]
+
+[tool.ruff.format]
+quote-style = "double"
+indent-style = "space"
+skip-magic-trailing-comma = false
+line-ending = "auto"
+
+[tool.mypy]
+plugins = ["pydantic.mypy"]
+mypy_path = "src"
+explicit_package_bases = true
+namespace_packages = true
+follow_imports = "silent"
+warn_redundant_casts = true
+warn_unused_ignores = true
+disallow_any_generics = true
+check_untyped_defs = true
+no_implicit_reexport = true
+
+disallow_untyped_defs = false
+
+[tool.pydantic-mypy]
+init_forbid_extra = true
+init_typed = true
+warn_required_dynamic_aliases = true
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = "test_*.py"
+addopts = "-ra -q --cov=src/uipath --cov-report=term-missing"
+asyncio_default_fixture_loop_scope = "function"
+asyncio_mode = "auto"
+
+[tool.coverage.report]
+show_missing = true
+
+[tool.coverage.run]
+source = ["src"]
+
+[tool.uv.sources]
+uipath-core = { path = "../uipath-core", editable = true }
+
+[[tool.uv.index]]
+name = "testpypi"
+url = "https://test.pypi.org/simple/"
+publish-url = "https://test.pypi.org/legacy/"
+explicit = true
diff --git a/src/uipath/platform/__init__.py b/packages/uipath-platform/src/uipath/platform/__init__.py
similarity index 100%
rename from src/uipath/platform/__init__.py
rename to packages/uipath-platform/src/uipath/platform/__init__.py
diff --git a/src/uipath/platform/_uipath.py b/packages/uipath-platform/src/uipath/platform/_uipath.py
similarity index 94%
rename from src/uipath/platform/_uipath.py
rename to packages/uipath-platform/src/uipath/platform/_uipath.py
index 4c99c6037..2143e5dd6 100644
--- a/src/uipath/platform/_uipath.py
+++ b/packages/uipath-platform/src/uipath/platform/_uipath.py
@@ -3,7 +3,8 @@
 
 from pydantic import ValidationError
 
-from .._utils._auth import resolve_config_from_env
+from uipath.platform.automation_tracker import AutomationTrackerService
+
 from .action_center import TasksService
 from .agenthub._agenthub_service import AgentHubService
 from .chat import ConversationsService, UiPathLlmChatService, UiPathOpenAIService
@@ -13,6 +14,7 @@
     UiPathApiConfig,
     UiPathExecutionContext,
 )
+from .common.auth import resolve_config_from_env
 from .connections import ConnectionsService
 from .context_grounding import ContextGroundingService
 from .documents import DocumentsService
@@ -158,3 +160,7 @@ def guardrails(self) -> GuardrailsService:
     @property
     def agenthub(self) -> AgentHubService:
         return AgentHubService(self._config, self._execution_context, self.folders)
+
+    @property
+    def automation_tracker(self) -> AutomationTrackerService:
+        return AutomationTrackerService(self._config, self._execution_context)
diff --git a/src/uipath/platform/action_center/__init__.py b/packages/uipath-platform/src/uipath/platform/action_center/__init__.py
similarity index 100%
rename from src/uipath/platform/action_center/__init__.py
rename to packages/uipath-platform/src/uipath/platform/action_center/__init__.py
diff --git a/src/uipath/platform/action_center/_tasks_service.py b/packages/uipath-platform/src/uipath/platform/action_center/_tasks_service.py
similarity index 98%
rename from src/uipath/platform/action_center/_tasks_service.py
rename to packages/uipath-platform/src/uipath/platform/action_center/_tasks_service.py
index 776700a5b..95791098b 100644
--- a/src/uipath/platform/action_center/_tasks_service.py
+++ b/packages/uipath-platform/src/uipath/platform/action_center/_tasks_service.py
@@ -3,21 +3,20 @@
 import uuid
 from typing import Any, Dict, List, Optional, Tuple
 
-from ..._utils import Endpoint, RequestSpec, resource_override
-from ..._utils.constants import (
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig, UiPathConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext
+from ..common._models import Endpoint, RequestSpec
+from ..common.constants import (
     ENV_TENANT_ID,
     HEADER_FOLDER_KEY,
     HEADER_FOLDER_PATH,
     HEADER_TENANT_ID,
 )
-from ...tracing import traced
-from ..common import (
-    BaseService,
-    FolderContext,
-    UiPathApiConfig,
-    UiPathConfig,
-    UiPathExecutionContext,
-)
 from .task_schema import TaskSchema
 from .tasks import Task, TaskRecipient, TaskRecipientType
 
diff --git a/src/uipath/platform/action_center/task_schema.py b/packages/uipath-platform/src/uipath/platform/action_center/task_schema.py
similarity index 100%
rename from src/uipath/platform/action_center/task_schema.py
rename to packages/uipath-platform/src/uipath/platform/action_center/task_schema.py
diff --git a/src/uipath/platform/action_center/tasks.py b/packages/uipath-platform/src/uipath/platform/action_center/tasks.py
similarity index 100%
rename from src/uipath/platform/action_center/tasks.py
rename to packages/uipath-platform/src/uipath/platform/action_center/tasks.py
diff --git a/src/uipath/platform/agenthub/__init__.py b/packages/uipath-platform/src/uipath/platform/agenthub/__init__.py
similarity index 100%
rename from src/uipath/platform/agenthub/__init__.py
rename to packages/uipath-platform/src/uipath/platform/agenthub/__init__.py
diff --git a/src/uipath/platform/agenthub/_agenthub_service.py b/packages/uipath-platform/src/uipath/platform/agenthub/_agenthub_service.py
similarity index 95%
rename from src/uipath/platform/agenthub/_agenthub_service.py
rename to packages/uipath-platform/src/uipath/platform/agenthub/_agenthub_service.py
index 632639380..4119a433f 100644
--- a/src/uipath/platform/agenthub/_agenthub_service.py
+++ b/packages/uipath-platform/src/uipath/platform/agenthub/_agenthub_service.py
@@ -1,7 +1,10 @@
 from typing import Any
 
-from ..._utils import Endpoint, RequestSpec, header_folder
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
 from ..orchestrator import FolderService
 from .agenthub import LlmModel
 
diff --git a/src/uipath/platform/agenthub/agenthub.py b/packages/uipath-platform/src/uipath/platform/agenthub/agenthub.py
similarity index 100%
rename from src/uipath/platform/agenthub/agenthub.py
rename to packages/uipath-platform/src/uipath/platform/agenthub/agenthub.py
diff --git a/src/uipath/platform/attachments/__init__.py b/packages/uipath-platform/src/uipath/platform/attachments/__init__.py
similarity index 100%
rename from src/uipath/platform/attachments/__init__.py
rename to packages/uipath-platform/src/uipath/platform/attachments/__init__.py
diff --git a/src/uipath/platform/attachments/attachments.py b/packages/uipath-platform/src/uipath/platform/attachments/attachments.py
similarity index 100%
rename from src/uipath/platform/attachments/attachments.py
rename to packages/uipath-platform/src/uipath/platform/attachments/attachments.py
diff --git a/packages/uipath-platform/src/uipath/platform/automation_tracker/__init__.py b/packages/uipath-platform/src/uipath/platform/automation_tracker/__init__.py
new file mode 100644
index 000000000..a9bfbdb72
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/automation_tracker/__init__.py
@@ -0,0 +1,21 @@
+"""UiPath Automation Tracker (BTS) Models.
+
+This module contains models and service for tracking business transactions
+and operations via the Business Transaction Service (BTS).
+"""
+
+from ._automation_tracker_service import AutomationTrackerService
+from .automation_tracker import (
+    OperationPayload,
+    OperationStatus,
+    TransactionPayload,
+    TransactionStatus,
+)
+
+__all__ = [
+    "AutomationTrackerService",
+    "OperationPayload",
+    "OperationStatus",
+    "TransactionPayload",
+    "TransactionStatus",
+]
diff --git a/packages/uipath-platform/src/uipath/platform/automation_tracker/_automation_tracker_service.py b/packages/uipath-platform/src/uipath/platform/automation_tracker/_automation_tracker_service.py
new file mode 100644
index 000000000..9a0537582
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/automation_tracker/_automation_tracker_service.py
@@ -0,0 +1,332 @@
+"""Automation Tracker (BTS) service for UiPath Platform.
+
+Provides HTTP client methods for tracking business transactions
+and operations via the Business Transaction Service, used for Process Mining.
+All errors are logged but never raised, ensuring BTS failures
+cannot break agent execution.
+"""
+
+from datetime import datetime, timezone
+from typing import Any, Dict, Optional
+
+from uipath.core import traced
+
+from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from ..common._config import UiPathConfig
+from ..common._models import Endpoint, RequestSpec
+from .automation_tracker import (
+    OperationPayload,
+    OperationStatus,
+    TransactionPayload,
+    TransactionStatus,
+)
+
+
+class AutomationTrackerService(BaseService):
+    """Service for tracking business transactions and operations via BTS.
+
+    This service provides methods to start/end transactions and operations
+    for Process Mining tracking. All errors are logged but never raised,
+    ensuring BTS failures cannot break agent execution.
+    """
+
+    def __init__(
+        self,
+        config: UiPathApiConfig,
+        execution_context: UiPathExecutionContext,
+    ) -> None:
+        super().__init__(config=config, execution_context=execution_context)
+        self._organization_id = UiPathConfig.organization_id or ""
+        self._tenant_id = UiPathConfig.tenant_id or ""
+
+    def _send(self, endpoint: str, payload_dict: Dict[str, Any]) -> None:
+        """Send a POST request to BTS, logging but never raising errors."""
+        spec = RequestSpec(
+            method="POST",
+            endpoint=Endpoint(f"/automationtracker_/{endpoint}"),
+            json=payload_dict,
+        )
+        try:
+            self.request(
+                spec.method,
+                url=spec.endpoint,
+                json=spec.json,
+            )
+        except Exception:
+            self._logger.error(
+                "Failed to send request to BTS endpoint %s",
+                endpoint,
+                exc_info=True,
+            )
+
+    async def _send_async(self, endpoint: str, payload_dict: Dict[str, Any]) -> None:
+        """Send an async POST request to BTS, logging but never raising errors."""
+        spec = RequestSpec(
+            method="POST",
+            endpoint=Endpoint(f"/automationtracker_/{endpoint}"),
+            json=payload_dict,
+        )
+        try:
+            await self.request_async(
+                spec.method,
+                url=spec.endpoint,
+                json=spec.json,
+            )
+        except Exception:
+            self._logger.error(
+                "Failed to send request to BTS endpoint %s",
+                endpoint,
+                exc_info=True,
+            )
+
+    # ── Transaction methods ──────────────────────────────────────────
+
+    @traced(name="automation_tracker_start_transaction", run_type="uipath")
+    def start_transaction(
+        self,
+        *,
+        transaction_id: str,
+        name: str,
+        reference: str,
+        fingerprint: str,
+        status: TransactionStatus = TransactionStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """Start tracking a business transaction."""
+        payload = TransactionPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            name=name,
+            reference=reference,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            fingerprint=fingerprint,
+            result=result,
+            status=status.value,
+            attributes=attributes or {},
+        )
+        self._send(
+            "track/transaction/start", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    @traced(name="automation_tracker_start_transaction", run_type="uipath")
+    async def start_transaction_async(
+        self,
+        *,
+        transaction_id: str,
+        name: str,
+        reference: str,
+        fingerprint: str,
+        status: TransactionStatus = TransactionStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """Start tracking a business transaction (async)."""
+        payload = TransactionPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            name=name,
+            reference=reference,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            fingerprint=fingerprint,
+            result=result,
+            status=status.value,
+            attributes=attributes or {},
+        )
+        await self._send_async(
+            "track/transaction/start", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    @traced(name="automation_tracker_end_transaction", run_type="uipath")
+    def end_transaction(
+        self,
+        *,
+        transaction_id: str,
+        name: str,
+        reference: str,
+        fingerprint: str,
+        status: TransactionStatus = TransactionStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """End tracking a business transaction."""
+        payload = TransactionPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            name=name,
+            reference=reference,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            fingerprint=fingerprint,
+            result=result,
+            status=status.value,
+            attributes=attributes or {},
+        )
+        self._send(
+            "track/transaction/end", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    @traced(name="automation_tracker_end_transaction", run_type="uipath")
+    async def end_transaction_async(
+        self,
+        *,
+        transaction_id: str,
+        name: str,
+        reference: str,
+        fingerprint: str,
+        status: TransactionStatus = TransactionStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """End tracking a business transaction (async)."""
+        payload = TransactionPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            name=name,
+            reference=reference,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            fingerprint=fingerprint,
+            result=result,
+            status=status.value,
+            attributes=attributes or {},
+        )
+        await self._send_async(
+            "track/transaction/end", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    # ── Operation methods ────────────────────────────────────────────
+
+    @traced(name="automation_tracker_start_operation", run_type="uipath")
+    def start_operation(
+        self,
+        *,
+        transaction_id: str,
+        operation_id: str,
+        name: str,
+        fingerprint: str,
+        parent_operation: Optional[str] = None,
+        status: OperationStatus = OperationStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """Start tracking an operation within a transaction."""
+        payload = OperationPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            operation_id=operation_id,
+            parent_operation=parent_operation,
+            name=name,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            status=status.value,
+            attributes=attributes or {},
+            result=result,
+            fingerprint=fingerprint,
+        )
+        self._send(
+            "track/operation/start", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    @traced(name="automation_tracker_start_operation", run_type="uipath")
+    async def start_operation_async(
+        self,
+        *,
+        transaction_id: str,
+        operation_id: str,
+        name: str,
+        fingerprint: str,
+        parent_operation: Optional[str] = None,
+        status: OperationStatus = OperationStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """Start tracking an operation within a transaction (async)."""
+        payload = OperationPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            operation_id=operation_id,
+            parent_operation=parent_operation,
+            name=name,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            status=status.value,
+            attributes=attributes or {},
+            result=result,
+            fingerprint=fingerprint,
+        )
+        await self._send_async(
+            "track/operation/start", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    @traced(name="automation_tracker_end_operation", run_type="uipath")
+    def end_operation(
+        self,
+        *,
+        transaction_id: str,
+        operation_id: str,
+        name: str,
+        fingerprint: str,
+        parent_operation: Optional[str] = None,
+        status: OperationStatus = OperationStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """End tracking an operation within a transaction."""
+        payload = OperationPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            operation_id=operation_id,
+            parent_operation=parent_operation,
+            name=name,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            status=status.value,
+            attributes=attributes or {},
+            result=result,
+            fingerprint=fingerprint,
+        )
+        self._send(
+            "track/operation/end", payload.model_dump(by_alias=True, mode="json")
+        )
+
+    @traced(name="automation_tracker_end_operation", run_type="uipath")
+    async def end_operation_async(
+        self,
+        *,
+        transaction_id: str,
+        operation_id: str,
+        name: str,
+        fingerprint: str,
+        parent_operation: Optional[str] = None,
+        status: OperationStatus = OperationStatus.UNKNOWN,
+        result: Optional[str] = None,
+        attributes: Optional[Dict[str, str]] = None,
+        timestamp: Optional[datetime] = None,
+    ) -> None:
+        """End tracking an operation within a transaction (async)."""
+        payload = OperationPayload(
+            organization_id=self._organization_id,
+            tenant_id=self._tenant_id,
+            transaction_id=transaction_id,
+            operation_id=operation_id,
+            parent_operation=parent_operation,
+            name=name,
+            timestamp=timestamp or datetime.now(timezone.utc),
+            status=status.value,
+            attributes=attributes or {},
+            result=result,
+            fingerprint=fingerprint,
+        )
+        await self._send_async(
+            "track/operation/end", payload.model_dump(by_alias=True, mode="json")
+        )
diff --git a/packages/uipath-platform/src/uipath/platform/automation_tracker/automation_tracker.py b/packages/uipath-platform/src/uipath/platform/automation_tracker/automation_tracker.py
new file mode 100644
index 000000000..918fa3393
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/automation_tracker/automation_tracker.py
@@ -0,0 +1,64 @@
+"""Automation Tracker (BTS) models for UiPath Platform.
+
+Models for tracking business transactions and operations
+via the Business Transaction Service, used for Process Mining.
+"""
+
+from datetime import datetime
+from enum import Enum
+from typing import Dict, Optional
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class TransactionStatus(str, Enum):
+    """Status of a BTS transaction."""
+
+    UNKNOWN = "Unknown"
+    SUCCESSFUL = "Successful"
+    FAILED = "Failed"
+
+
+class OperationStatus(str, Enum):
+    """Status of a BTS operation."""
+
+    UNKNOWN = "Unknown"
+    SUCCESSFUL = "Successful"
+    FAILED = "Failed"
+    CANCELLED = "Cancelled"
+    ABANDONED = "Abandoned"
+
+
+class TransactionPayload(BaseModel):
+    """Wire-format payload for BTS transaction start/end endpoints."""
+
+    model_config = ConfigDict(populate_by_name=True)
+
+    organization_id: str = Field(alias="organizationId")
+    tenant_id: str = Field(alias="tenantId")
+    transaction_id: str = Field(alias="transactionId")
+    name: str
+    reference: str
+    timestamp: datetime
+    fingerprint: str
+    result: Optional[str] = None
+    status: str
+    attributes: Dict[str, str] = Field(default_factory=dict)
+
+
+class OperationPayload(BaseModel):
+    """Wire-format payload for BTS operation start/end endpoints."""
+
+    model_config = ConfigDict(populate_by_name=True)
+
+    organization_id: str = Field(alias="organizationId")
+    tenant_id: str = Field(alias="tenantId")
+    transaction_id: str = Field(alias="transactionId")
+    operation_id: str = Field(alias="operationId")
+    parent_operation: Optional[str] = Field(default=None, alias="parentOperation")
+    name: str
+    timestamp: datetime
+    status: str
+    attributes: Dict[str, str] = Field(default_factory=dict)
+    result: Optional[str] = None
+    fingerprint: str
diff --git a/src/uipath/platform/chat/__init__.py b/packages/uipath-platform/src/uipath/platform/chat/__init__.py
similarity index 91%
rename from src/uipath/platform/chat/__init__.py
rename to packages/uipath-platform/src/uipath/platform/chat/__init__.py
index 8aa491606..e192b047e 100644
--- a/src/uipath/platform/chat/__init__.py
+++ b/packages/uipath-platform/src/uipath/platform/chat/__init__.py
@@ -7,6 +7,8 @@
 
 from ._conversations_service import ConversationsService
 from ._llm_gateway_service import (
+    DEFAULT_REQUESTING_FEATURE,
+    DEFAULT_REQUESTING_PRODUCT,
     ChatModels,
     EmbeddingModels,
     UiPathLlmChatService,
@@ -38,6 +40,8 @@
     # LLM Gateway Services
     "ChatModels",
     "EmbeddingModels",
+    "DEFAULT_REQUESTING_PRODUCT",
+    "DEFAULT_REQUESTING_FEATURE",
     "UiPathLlmChatService",
     "UiPathOpenAIService",
     # LLM Throttling
diff --git a/src/uipath/platform/chat/_conversations_service.py b/packages/uipath-platform/src/uipath/platform/chat/_conversations_service.py
similarity index 87%
rename from src/uipath/platform/chat/_conversations_service.py
rename to packages/uipath-platform/src/uipath/platform/chat/_conversations_service.py
index d86ac5245..dcf501739 100644
--- a/src/uipath/platform/chat/_conversations_service.py
+++ b/packages/uipath-platform/src/uipath/platform/chat/_conversations_service.py
@@ -1,8 +1,10 @@
 from uipath.core.chat import UiPathConversationMessage
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint, RequestSpec
-from ...tracing import traced
-from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._models import Endpoint, RequestSpec
 
 
 class ConversationsService(BaseService):
diff --git a/src/uipath/platform/chat/_llm_gateway_service.py b/packages/uipath-platform/src/uipath/platform/chat/_llm_gateway_service.py
similarity index 92%
rename from src/uipath/platform/chat/_llm_gateway_service.py
rename to packages/uipath-platform/src/uipath/platform/chat/_llm_gateway_service.py
index d1056c3e0..d7c093d0d 100644
--- a/src/uipath/platform/chat/_llm_gateway_service.py
+++ b/packages/uipath-platform/src/uipath/platform/chat/_llm_gateway_service.py
@@ -16,15 +16,17 @@
     UiPathLlmChatService: Service using UiPath's normalized API format
 """
 
-from typing import Any
+from typing import Any, Optional
 
 from opentelemetry import trace
 from pydantic import BaseModel
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint
-from ...tracing import traced
-from ...utils import EndpointManager
-from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._endpoints_manager import EndpointManager
+from ..common._execution_context import UiPathExecutionContext
+from ..common._models import Endpoint
 from .llm_gateway import (
     ChatCompletion,
     SpecificToolChoice,
@@ -40,12 +42,26 @@
     "2024-08-01-preview"  # API version for UiPath's normalized endpoints
 )
 
-# Common headers used across all LLM Gateway requests
-DEFAULT_LLM_HEADERS = {
-    "X-UIPATH-STREAMING-ENABLED": "false",
-    "X-UiPath-LlmGateway-RequestingProduct": "uipath-python-sdk",
-    "X-UiPath-LlmGateway-RequestingFeature": "langgraph-agent",
-}
+DEFAULT_REQUESTING_PRODUCT = "uipath-python-sdk"
+DEFAULT_REQUESTING_FEATURE = "llm-call"
+
+
+def _build_llm_headers(
+    requesting_product: str = DEFAULT_REQUESTING_PRODUCT,
+    requesting_feature: str = DEFAULT_REQUESTING_FEATURE,
+    agenthub_config: Optional[str] = None,
+    action_id: Optional[str] = None,
+) -> dict[str, str]:
+    headers: dict[str, str] = {
+        "X-UIPATH-STREAMING-ENABLED": "false",
+        "X-UiPath-LlmGateway-RequestingProduct": requesting_product,
+        "X-UiPath-LlmGateway-RequestingFeature": requesting_feature,
+    }
+    if agenthub_config:
+        headers["X-UiPath-AgentHub-Config"] = agenthub_config
+    if action_id:
+        headers["X-UiPath-LlmGateway-ActionId"] = action_id
+    return headers
 
 
 class ChatModels(object):
@@ -146,9 +162,19 @@ class UiPathOpenAIService(BaseService):
     """
 
     def __init__(
-        self, config: UiPathApiConfig, execution_context: UiPathExecutionContext
+        self,
+        config: UiPathApiConfig,
+        execution_context: UiPathExecutionContext,
+        *,
+        requesting_product: str = DEFAULT_REQUESTING_PRODUCT,
+        requesting_feature: str = DEFAULT_REQUESTING_FEATURE,
+        agenthub_config: Optional[str] = None,
+        action_id: Optional[str] = None,
     ) -> None:
         super().__init__(config=config, execution_context=execution_context)
+        self._llm_headers = _build_llm_headers(
+            requesting_product, requesting_feature, agenthub_config, action_id
+        )
 
     @traced(name="llm_embeddings", run_type="uipath")
     async def embeddings(
@@ -198,7 +224,7 @@ async def embeddings(
                 endpoint,
                 json={"input": input},
                 params={"api-version": API_VERSION},
-                headers=DEFAULT_LLM_HEADERS,
+                headers=self._llm_headers,
             )
 
         return TextEmbedding.model_validate(response.json())
@@ -329,7 +355,7 @@ class Country(BaseModel):
                 endpoint,
                 json=request_body,
                 params={"api-version": API_VERSION},
-                headers=DEFAULT_LLM_HEADERS,
+                headers=self._llm_headers,
             )
 
         return ChatCompletion.model_validate(response.json())
@@ -348,9 +374,19 @@ class UiPathLlmChatService(BaseService):
     """
 
     def __init__(
-        self, config: UiPathApiConfig, execution_context: UiPathExecutionContext
+        self,
+        config: UiPathApiConfig,
+        execution_context: UiPathExecutionContext,
+        *,
+        requesting_product: str = DEFAULT_REQUESTING_PRODUCT,
+        requesting_feature: str = DEFAULT_REQUESTING_FEATURE,
+        agenthub_config: Optional[str] = None,
+        action_id: Optional[str] = None,
     ) -> None:
         super().__init__(config=config, execution_context=execution_context)
+        self._llm_headers = _build_llm_headers(
+            requesting_product, requesting_feature, agenthub_config, action_id
+        )
 
     @traced(name="LLM call", run_type="uipath")
     async def chat_completions(
@@ -561,11 +597,10 @@ class Country(BaseModel):
             else:
                 request_body["tool_choice"] = tool_choice.model_dump()
 
-        # Use default headers but update with normalized API specific headers
         headers = {
-            **DEFAULT_LLM_HEADERS,
+            **self._llm_headers,
             "X-UiPath-LlmGateway-NormalizedApi-ModelName": model,
-            "X-UiPath-LLMGateway-AllowFull4xxResponse": "true",  # Debug: show full error details
+            "X-UiPath-LLMGateway-AllowFull4xxResponse": "true",
         }
 
         # Log the complete request for debugging
diff --git a/src/uipath/platform/chat/llm_gateway.py b/packages/uipath-platform/src/uipath/platform/chat/llm_gateway.py
similarity index 100%
rename from src/uipath/platform/chat/llm_gateway.py
rename to packages/uipath-platform/src/uipath/platform/chat/llm_gateway.py
diff --git a/src/uipath/platform/chat/llm_throttle.py b/packages/uipath-platform/src/uipath/platform/chat/llm_throttle.py
similarity index 100%
rename from src/uipath/platform/chat/llm_throttle.py
rename to packages/uipath-platform/src/uipath/platform/chat/llm_throttle.py
diff --git a/src/uipath/platform/common/__init__.py b/packages/uipath-platform/src/uipath/platform/common/__init__.py
similarity index 54%
rename from src/uipath/platform/common/__init__.py
rename to packages/uipath-platform/src/uipath/platform/common/__init__.py
index 1503007e8..c0d7398ad 100644
--- a/src/uipath/platform/common/__init__.py
+++ b/packages/uipath-platform/src/uipath/platform/common/__init__.py
@@ -5,11 +5,27 @@
 
 from ._api_client import ApiClient
 from ._base_service import BaseService
+from ._bindings import (
+    ConnectionResourceOverwrite,
+    GenericResourceOverwrite,
+    ResourceOverwrite,
+    ResourceOverwriteParser,
+    ResourceOverwritesContext,
+    resource_override,
+)
 from ._config import UiPathApiConfig, UiPathConfig
+from ._endpoints_manager import EndpointManager
 from ._execution_context import UiPathExecutionContext
 from ._external_application_service import ExternalApplicationService
-from ._folder_context import FolderContext
+from ._folder_context import FolderContext, header_folder
+from ._models import Endpoint, RequestSpec
+from ._service_url_overrides import inject_routing_headers, resolve_service_url
+from ._span_utils import UiPathSpan, _SpanUtils
+from ._ssl_context import get_httpx_client_kwargs
+from ._url import UiPathUrl
+from ._user_agent import user_agent_value
 from .auth import TokenData
+from .dynamic_schema import jsonschema_to_pydantic
 from .interrupt_models import (
     CreateBatchTransform,
     CreateDeepRag,
@@ -19,6 +35,7 @@
     DocumentExtraction,
     DocumentExtractionValidation,
     InvokeProcess,
+    InvokeProcessRaw,
     InvokeSystemAgent,
     WaitBatchTransform,
     WaitDeepRag,
@@ -27,6 +44,7 @@
     WaitEphemeralIndex,
     WaitEscalation,
     WaitJob,
+    WaitJobRaw,
     WaitSystemAgent,
     WaitTask,
 )
@@ -45,8 +63,10 @@
     "CreateEscalation",
     "WaitEscalation",
     "InvokeProcess",
+    "InvokeProcessRaw",
     "WaitTask",
     "WaitJob",
+    "WaitJobRaw",
     "PagedResult",
     "CreateDeepRag",
     "WaitDeepRag",
@@ -60,4 +80,25 @@
     "WaitEphemeralIndex",
     "DocumentExtractionValidation",
     "WaitDocumentExtractionValidation",
+    "RequestSpec",
+    "Endpoint",
+    "UiPathUrl",
+    "user_agent_value",
+    "get_httpx_client_kwargs",
+    "resource_override",
+    "header_folder",
+    "validate_pagination_params",
+    "EndpointManager",
+    "jsonschema_to_pydantic",
+    "ConnectionResourceOverwrite",
+    "GenericResourceOverwrite",
+    "ResourceOverwrite",
+    "ResourceOverwriteParser",
+    "ResourceOverwritesContext",
+    "UiPathSpan",
+    "_SpanUtils",
+    "resolve_service_url",
+    "inject_routing_headers",
 ]
+
+from .validation import validate_pagination_params
diff --git a/src/uipath/platform/common/_api_client.py b/packages/uipath-platform/src/uipath/platform/common/_api_client.py
similarity index 100%
rename from src/uipath/platform/common/_api_client.py
rename to packages/uipath-platform/src/uipath/platform/common/_api_client.py
diff --git a/src/uipath/platform/common/_base_service.py b/packages/uipath-platform/src/uipath/platform/common/_base_service.py
similarity index 78%
rename from src/uipath/platform/common/_base_service.py
rename to packages/uipath-platform/src/uipath/platform/common/_base_service.py
index 65977d506..a8db5aee0 100644
--- a/src/uipath/platform/common/_base_service.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_base_service.py
@@ -6,33 +6,31 @@
     URL,
     AsyncClient,
     Client,
-    ConnectTimeout,
     Headers,
     HTTPStatusError,
     Response,
-    TimeoutException,
 )
 from tenacity import (
     retry,
     retry_if_exception,
     retry_if_result,
-    wait_exponential,
+    stop_after_attempt,
 )
 
-from ..._utils import UiPathUrl, user_agent_value
-from ..._utils._ssl_context import get_httpx_client_kwargs
-from ..._utils.constants import HEADER_USER_AGENT
 from ..errors import EnrichedException
 from ._config import UiPathApiConfig
 from ._execution_context import UiPathExecutionContext
-
-
-def is_retryable_exception(exception: BaseException) -> bool:
-    return isinstance(exception, (ConnectTimeout, TimeoutException))
-
-
-def is_retryable_status_code(response: Response) -> bool:
-    return response.status_code >= 500 and response.status_code < 600
+from ._service_url_overrides import inject_routing_headers, resolve_service_url
+from ._ssl_context import get_httpx_client_kwargs
+from ._url import UiPathUrl
+from ._user_agent import user_agent_value
+from .constants import HEADER_USER_AGENT
+from .retry import (
+    MAX_RETRY_ATTEMPTS,
+    is_retryable_platform_exception,
+    is_retryable_response,
+    platform_wait_strategy,
+)
 
 
 class BaseService:
@@ -62,10 +60,12 @@ def __init__(
 
     @retry(
         retry=(
-            retry_if_exception(is_retryable_exception)
-            | retry_if_result(is_retryable_status_code)
+            retry_if_exception(is_retryable_platform_exception)
+            | retry_if_result(is_retryable_response)
         ),
-        wait=wait_exponential(multiplier=1, min=1, max=10),
+        wait=platform_wait_strategy,
+        stop=stop_after_attempt(MAX_RETRY_ATTEMPTS),
+        reraise=True,
     )
     def request(
         self,
@@ -102,7 +102,12 @@ def request(
         kwargs.setdefault("headers", {})
         kwargs["headers"][HEADER_USER_AGENT] = user_agent_value(specific_component)
 
-        scoped_url = self._url.scope_url(str(url), scoped)
+        override = resolve_service_url(str(url))
+        if override:
+            scoped_url = override
+            inject_routing_headers(kwargs["headers"])
+        else:
+            scoped_url = self._url.scope_url(str(url), scoped)
 
         response = self._client.request(method, scoped_url, **kwargs)
 
@@ -116,10 +121,12 @@ def request(
 
     @retry(
         retry=(
-            retry_if_exception(is_retryable_exception)
-            | retry_if_result(is_retryable_status_code)
+            retry_if_exception(is_retryable_platform_exception)
+            | retry_if_result(is_retryable_response)
         ),
-        wait=wait_exponential(multiplier=1, min=1, max=10),
+        wait=platform_wait_strategy,
+        stop=stop_after_attempt(MAX_RETRY_ATTEMPTS),
+        reraise=True,
     )
     async def request_async(
         self,
@@ -139,7 +146,12 @@ async def request_async(
             self._specific_component
         )
 
-        scoped_url = self._url.scope_url(str(url), scoped)
+        override = resolve_service_url(str(url))
+        if override:
+            scoped_url = override
+            inject_routing_headers(kwargs["headers"])
+        else:
+            scoped_url = self._url.scope_url(str(url), scoped)
 
         response = await self._client_async.request(method, scoped_url, **kwargs)
 
diff --git a/src/uipath/_utils/_bindings.py b/packages/uipath-platform/src/uipath/platform/common/_bindings.py
similarity index 81%
rename from src/uipath/_utils/_bindings.py
rename to packages/uipath-platform/src/uipath/platform/common/_bindings.py
index d65ac8503..01ff732a4 100644
--- a/src/uipath/_utils/_bindings.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_bindings.py
@@ -1,5 +1,6 @@
 import functools
 import inspect
+import logging
 from abc import ABC, abstractmethod
 from contextvars import ContextVar, Token
 from typing import (
@@ -15,6 +16,8 @@
 
 from pydantic import AliasChoices, BaseModel, ConfigDict, Field, TypeAdapter
 
+logger = logging.getLogger(__name__)
+
 T = TypeVar("T")
 
 
@@ -128,13 +131,31 @@ def __init__(
         self.overwrites_count = 0
 
     async def __aenter__(self) -> "ResourceOverwritesContext":
+        existing = _resource_overwrites.get()
+        if existing is not None:
+            logger.warning(
+                "Entering ResourceOverwritesContext while another context is already active (%d existing overwrite(s))",
+                len(existing),
+            )
         overwrites = await self.get_overwrites_callable()
         self._token = _resource_overwrites.set(overwrites)
         self.overwrites_count = len(overwrites)
+        if overwrites:
+            logger.info(
+                "Resource overwrites context entered: %d overwrite(s) loaded, keys=%s",
+                len(overwrites),
+                list(overwrites.keys()),
+            )
+        else:
+            logger.debug("Resource overwrites context entered: no overwrites loaded")
         return self
 
     async def __aexit__(self, exc_type, exc_val, exc_tb):
         if self._token:
+            logger.debug(
+                "Resource overwrites context exited: %d overwrite(s) cleared",
+                self.overwrites_count,
+            )
             _resource_overwrites.reset(self._token)
 
 
@@ -196,6 +217,8 @@ def process_args(args, kwargs) -> dict[str, Any]:
 
                 # Apply the matched overwrite
                 if matched_overwrite is not None:
+                    old_resource = all_args.get(resource_identifier)
+                    old_folder = all_args.get(folder_identifier)
                     if resource_identifier in sig.parameters:
                         all_args[resource_identifier] = (
                             matched_overwrite.resource_identifier
@@ -204,6 +227,24 @@ def process_args(args, kwargs) -> dict[str, Any]:
                         all_args[folder_identifier] = (
                             matched_overwrite.folder_identifier
                         )
+                    logger.debug(
+                        "Resource overwrite applied for %s on %s: %s='%s' -> '%s', %s='%s' -> '%s'",
+                        resource_type,
+                        func.__name__,
+                        resource_identifier,
+                        old_resource,
+                        matched_overwrite.resource_identifier,
+                        folder_identifier,
+                        old_folder,
+                        matched_overwrite.folder_identifier,
+                    )
+                else:
+                    logger.debug(
+                        "No resource overwrite matched for %s key='%s' on %s",
+                        resource_type,
+                        key,
+                        func.__name__,
+                    )
 
             return all_args
 
diff --git a/src/uipath/platform/common/_config.py b/packages/uipath-platform/src/uipath/platform/common/_config.py
similarity index 63%
rename from src/uipath/platform/common/_config.py
rename to packages/uipath-platform/src/uipath/platform/common/_config.py
index 5d790a340..e5684c773 100644
--- a/src/uipath/platform/common/_config.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_config.py
@@ -20,73 +20,79 @@ def __new__(cls):
 
     @property
     def bindings_file_path(self) -> Path:
-        from uipath._utils.constants import UIPATH_BINDINGS_FILE
+        from uipath.platform.common.constants import UIPATH_BINDINGS_FILE
 
         return Path(UIPATH_BINDINGS_FILE)
 
     @property
     def config_file_path(self) -> Path:
-        from uipath._utils.constants import UIPATH_CONFIG_FILE
+        from uipath.platform.common.constants import UIPATH_CONFIG_FILE
 
         return Path(UIPATH_CONFIG_FILE)
 
     @property
     def config_file_name(self) -> str:
-        from uipath._utils.constants import UIPATH_CONFIG_FILE
+        from uipath.platform.common.constants import UIPATH_CONFIG_FILE
 
         return UIPATH_CONFIG_FILE
 
     @property
     def project_id(self) -> str | None:
-        from uipath._utils.constants import ENV_UIPATH_PROJECT_ID
+        from uipath.platform.common.constants import ENV_UIPATH_PROJECT_ID
 
         return os.getenv(ENV_UIPATH_PROJECT_ID, None)
 
     @property
     def project_key(self) -> str | None:
-        from uipath._utils.constants import ENV_PROJECT_KEY
+        from uipath.platform.common.constants import ENV_PROJECT_KEY
 
         return os.getenv(ENV_PROJECT_KEY, None)
 
     @property
     def tenant_name(self) -> str | None:
-        from uipath._utils.constants import ENV_TENANT_NAME
+        from uipath.platform.common.constants import ENV_TENANT_NAME
 
         return os.getenv(ENV_TENANT_NAME, None)
 
+    @property
+    def tenant_id(self) -> str | None:
+        from uipath.platform.common.constants import ENV_TENANT_ID
+
+        return os.getenv(ENV_TENANT_ID, None)
+
     @property
     def organization_id(self) -> str | None:
-        from uipath._utils.constants import ENV_ORGANIZATION_ID
+        from uipath.platform.common.constants import ENV_ORGANIZATION_ID
 
         return os.getenv(ENV_ORGANIZATION_ID, None)
 
     @property
     def base_url(self) -> str | None:
-        from uipath._utils.constants import ENV_BASE_URL
+        from uipath.platform.common.constants import ENV_BASE_URL
 
         return os.getenv(ENV_BASE_URL, None)
 
     @property
     def folder_key(self) -> str | None:
-        from uipath._utils.constants import ENV_FOLDER_KEY
+        from uipath.platform.common.constants import ENV_FOLDER_KEY
 
         return os.getenv(ENV_FOLDER_KEY, None)
 
     @property
     def process_uuid(self) -> str | None:
-        from uipath._utils.constants import ENV_UIPATH_PROCESS_UUID
+        from uipath.platform.common.constants import ENV_UIPATH_PROCESS_UUID
 
         return os.getenv(ENV_UIPATH_PROCESS_UUID, None)
 
     @property
     def trace_id(self) -> str | None:
-        from uipath._utils.constants import ENV_UIPATH_TRACE_ID
+        from uipath.platform.common.constants import ENV_UIPATH_TRACE_ID
 
         return os.getenv(ENV_UIPATH_TRACE_ID, None)
 
     @property
     def process_version(self) -> str | None:
-        from uipath._utils.constants import ENV_UIPATH_PROCESS_VERSION
+        from uipath.platform.common.constants import ENV_UIPATH_PROCESS_VERSION
 
         return os.getenv(ENV_UIPATH_PROCESS_VERSION, None)
 
@@ -96,39 +102,39 @@ def is_studio_project(self) -> bool:
 
     @property
     def job_key(self) -> str | None:
-        from uipath._utils.constants import ENV_JOB_KEY
+        from uipath.platform.common.constants import ENV_JOB_KEY
 
         return os.getenv(ENV_JOB_KEY, None)
 
     @property
     def has_legacy_eval_folder(self) -> bool:
-        from uipath._utils.constants import LEGACY_EVAL_FOLDER
+        from uipath.platform.common.constants import LEGACY_EVAL_FOLDER
 
         eval_path = Path(os.getcwd()) / LEGACY_EVAL_FOLDER
         return eval_path.exists() and eval_path.is_dir()
 
     @property
     def has_eval_folder(self) -> bool:
-        from uipath._utils.constants import EVALS_FOLDER
+        from uipath.platform.common.constants import EVALS_FOLDER
 
         coded_eval_path = Path(os.getcwd()) / EVALS_FOLDER
         return coded_eval_path.exists() and coded_eval_path.is_dir()
 
     @property
     def entry_points_file_path(self) -> Path:
-        from uipath._utils.constants import ENTRY_POINTS_FILE
+        from uipath.platform.common.constants import ENTRY_POINTS_FILE
 
         return Path(ENTRY_POINTS_FILE)
 
     @property
     def studio_metadata_file_path(self) -> Path:
-        from uipath._utils.constants import STUDIO_METADATA_FILE
+        from uipath.platform.common.constants import STUDIO_METADATA_FILE
 
         return Path(".uipath", STUDIO_METADATA_FILE)
 
     @property
     def is_tracing_enabled(self) -> bool:
-        from uipath._utils.constants import ENV_TRACING_ENABLED
+        from uipath.platform.common.constants import ENV_TRACING_ENABLED
 
         return os.getenv(ENV_TRACING_ENABLED, "true").lower() == "true"
 
diff --git a/src/uipath/utils/_endpoints_manager.py b/packages/uipath-platform/src/uipath/platform/common/_endpoints_manager.py
similarity index 94%
rename from src/uipath/utils/_endpoints_manager.py
rename to packages/uipath-platform/src/uipath/platform/common/_endpoints_manager.py
index 3b2e22ce0..5585ef61b 100644
--- a/src/uipath/utils/_endpoints_manager.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_endpoints_manager.py
@@ -4,7 +4,9 @@
 
 import httpx
 
-from uipath._utils._ssl_context import get_httpx_client_kwargs
+from ._config import UiPathConfig
+from ._service_url_overrides import resolve_service_url
+from ._ssl_context import get_httpx_client_kwargs
 
 loggger = logging.getLogger(__name__)
 
@@ -61,7 +63,7 @@ class EndpointManager:
     unless overridden by the UIPATH_LLM_SERVICE environment variable.
     """  # noqa: D205
 
-    _base_url = os.getenv("UIPATH_URL", "")
+    _base_url = UiPathConfig.base_url or ""
     _agenthub_available: bool | None = None
     _orchestrator_available: bool | None = None
 
@@ -92,8 +94,10 @@ def _check_capabilities(cls, endpoint: UiPathEndpoints, service_name: str) -> bo
         """
         try:
             with httpx.Client(**get_httpx_client_kwargs()) as http_client:
-                base_url = os.getenv("UIPATH_URL", "")
-                capabilities_url = f"{base_url.rstrip('/')}/{endpoint.value}"
+                capabilities_url = resolve_service_url(endpoint.value)
+                if not capabilities_url:
+                    base_url = UiPathConfig.base_url or ""
+                    capabilities_url = f"{base_url.rstrip('/')}/{endpoint.value}"
                 loggger.debug(
                     f"Checking {service_name} capabilities at {capabilities_url}"
                 )
@@ -159,7 +163,7 @@ def _select_endpoint(cls, ah: UiPathEndpoints, orc: UiPathEndpoints) -> str:
             if is_available():
                 return endpoint.value
 
-        url = os.getenv("UIPATH_URL", "")
+        url = UiPathConfig.base_url or ""
         if ".uipath.com" in url:
             return ah.value
         else:
diff --git a/src/uipath/platform/common/_execution_context.py b/packages/uipath-platform/src/uipath/platform/common/_execution_context.py
similarity index 96%
rename from src/uipath/platform/common/_execution_context.py
rename to packages/uipath-platform/src/uipath/platform/common/_execution_context.py
index 8cb4eafb9..de54c0c99 100644
--- a/src/uipath/platform/common/_execution_context.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_execution_context.py
@@ -1,6 +1,6 @@
 from os import environ as env
 
-from uipath._utils.constants import ENV_JOB_ID, ENV_JOB_KEY, ENV_ROBOT_KEY
+from uipath.platform.common.constants import ENV_JOB_ID, ENV_JOB_KEY, ENV_ROBOT_KEY
 
 
 class UiPathExecutionContext:
diff --git a/src/uipath/platform/common/_external_application_service.py b/packages/uipath-platform/src/uipath/platform/common/_external_application_service.py
similarity index 98%
rename from src/uipath/platform/common/_external_application_service.py
rename to packages/uipath-platform/src/uipath/platform/common/_external_application_service.py
index ae4e543e4..4603c8361 100644
--- a/src/uipath/platform/common/_external_application_service.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_external_application_service.py
@@ -5,10 +5,10 @@
 import httpx
 from httpx import HTTPStatusError, Request
 
-from ..._utils._ssl_context import get_httpx_client_kwargs
-from ..._utils.constants import ENV_BASE_URL
 from ..errors import EnrichedException
+from ._ssl_context import get_httpx_client_kwargs
 from .auth import TokenData
+from .constants import ENV_BASE_URL
 
 
 class ExternalApplicationService:
diff --git a/src/uipath/platform/common/_folder_context.py b/packages/uipath-platform/src/uipath/platform/common/_folder_context.py
similarity index 76%
rename from src/uipath/platform/common/_folder_context.py
rename to packages/uipath-platform/src/uipath/platform/common/_folder_context.py
index 2b2a76dca..a3007a85f 100644
--- a/src/uipath/platform/common/_folder_context.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_folder_context.py
@@ -1,7 +1,7 @@
 from os import environ as env
-from typing import Any
+from typing import Any, Optional
 
-from uipath._utils.constants import (
+from uipath.platform.common.constants import (
     ENV_FOLDER_KEY,
     ENV_FOLDER_PATH,
     HEADER_FOLDER_KEY,
@@ -9,6 +9,21 @@
 )
 
 
+def header_folder(
+    folder_key: Optional[str], folder_path: Optional[str]
+) -> dict[str, str]:
+    if folder_key is not None and folder_path is not None:
+        raise ValueError("Only one of folder_key or folder_path can be provided")
+
+    headers = {}
+    if folder_key is not None and folder_key != "":
+        headers[HEADER_FOLDER_KEY] = folder_key
+    if folder_path is not None and folder_path != "":
+        headers[HEADER_FOLDER_PATH] = folder_path
+
+    return headers
+
+
 class FolderContext:
     """Manages the folder context for UiPath automation resources.
 
diff --git a/packages/uipath-platform/src/uipath/platform/common/_models.py b/packages/uipath-platform/src/uipath/platform/common/_models.py
new file mode 100644
index 000000000..60a79b8c6
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/common/_models.py
@@ -0,0 +1,100 @@
+from dataclasses import dataclass, field
+from typing import Any, Optional, Union
+
+
+class Endpoint(str):
+    """A string subclass representing a normalized API endpoint path.
+
+    This class ensures consistent endpoint formatting by:
+    - Adding a leading slash if missing
+    - Removing trailing slashes (except for root '/')
+    - Stripping query parameters
+
+    The class supports string formatting for dynamic path parameters.
+
+    Examples:
+        >>> endpoint = Endpoint("/api/v1/users/{id}")
+        >>> endpoint.format(id=123)
+        '/api/v1/users/123'
+
+        >>> endpoint = Endpoint("projects")
+        >>> str(endpoint)
+        '/projects'
+
+    Args:
+        endpoint (str): The endpoint path to normalize. May include format placeholders
+            for dynamic values (e.g. "/users/{id}").
+
+    Raises:
+        ValueError: If format() is called with None or empty string arguments.
+    """
+
+    def __new__(cls, endpoint: str) -> "Endpoint":
+        if not endpoint.startswith("/"):
+            endpoint = f"/{endpoint}"
+
+        if endpoint != "/" and endpoint.endswith("/"):
+            endpoint = endpoint[:-1]
+
+        endpoint = endpoint.split("?")[0]
+
+        return super().__new__(cls, endpoint)
+
+    def format(self, *args: Any, **kwargs: Any) -> str:
+        """Formats the endpoint with the given arguments."""
+        for index, arg in enumerate(args):
+            if not self._is_valid_value(arg):
+                raise ValueError(f"Positional argument `{index}` is `{arg}`.")
+
+        for key, value in kwargs.items():
+            if not self._is_valid_value(value):
+                raise ValueError(f"Keyword argument `{key}` is `{value}`.")
+
+        return super().format(*args, **kwargs)
+
+    def __repr__(self) -> str:
+        return f"Endpoint({super().__str__()!r})"
+
+    def _is_valid_value(self, value: Any) -> bool:
+        return value is not None and value != ""
+
+    @property
+    def service(self) -> str:
+        """Extracts and returns the service name from the endpoint path.
+
+        The service name is expected to be the first path segment after the leading slash,
+        with any underscores removed.
+
+        Examples:
+            >>> endpoint = Endpoint("/cloud_/projects")
+            >>> endpoint.service
+            'cloud'
+
+            >>> endpoint = Endpoint("/automation_hub_/assets")
+            >>> endpoint.service
+            'automationhub'
+
+        Returns:
+            str: The service name with underscores removed.
+        """
+        return self.split("/")[1].replace("_", "")
+
+
+@dataclass
+class RequestSpec:
+    """Encapsulates the configuration for making an HTTP request.
+
+    This class contains all necessary parameters to construct and send an HTTP request,
+    including the HTTP method, endpoint, query parameters, headers, and various forms
+    of request body data (content, JSON, form data).
+    """
+
+    method: str
+    endpoint: Endpoint
+    params: dict[str, Any] = field(default_factory=dict)
+    headers: dict[str, Any] = field(default_factory=dict)
+    content: Optional[Any] = None
+    json: Optional[Any] = None
+    data: Optional[Any] = None
+    files: Optional[dict[str, Any]] = None
+    timeout: Optional[Union[int, float]] = None
diff --git a/packages/uipath-platform/src/uipath/platform/common/_service_url_overrides.py b/packages/uipath-platform/src/uipath/platform/common/_service_url_overrides.py
new file mode 100644
index 000000000..f0a56318d
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/common/_service_url_overrides.py
@@ -0,0 +1,64 @@
+"""Per-service URL overrides for local development.
+
+Set UIPATH_SERVICE_URL_<SERVICE>=http://localhost:<port> to redirect
+requests for a specific service to a local server. The service name
+is derived from the endpoint prefix (e.g., agenthub_ -> AGENTHUB).
+
+The local server receives only the API path — org/tenant prefix and
+service prefix are stripped.
+
+When an override is active, routing headers (X-UiPath-Internal-TenantId,
+X-UiPath-Internal-AccountId) are injected since the platform routing
+layer is bypassed.
+"""
+
+import os
+
+from ._config import UiPathConfig
+
+
+def resolve_service_url(endpoint_path: str) -> str | None:
+    """Resolve a service URL override for the given endpoint path.
+
+    Args:
+        endpoint_path: Endpoint path with service prefix,
+            e.g. "agenthub_/llm/api/chat/completions" or
+            "/orchestrator_/odata/Buckets".
+
+    Returns:
+        Override URL with the API path appended, or None if no override is set.
+    """
+    path = endpoint_path.lstrip("/")
+    if not path:
+        return None
+
+    first_segment = path.split("/")[0]
+    if "_" not in first_segment:
+        return None
+
+    service_name = first_segment.replace("_", "").upper()
+    override_base = os.getenv(f"UIPATH_SERVICE_URL_{service_name}")
+    if not override_base:
+        return None
+
+    remaining = path[len(first_segment) :]
+    return f"{override_base.rstrip('/')}{remaining}"
+
+
+def inject_routing_headers(headers: dict[str, str]) -> None:
+    """Add routing headers bypassed when using a local service override.
+
+    The platform routing layer normally injects tenant and account
+    identifiers. When going direct to a local service, these must
+    be sent explicitly.
+
+    Args:
+        headers: Mutable headers dict to update in place.
+    """
+    tenant_id = UiPathConfig.tenant_id
+    if tenant_id:
+        headers["X-UiPath-Internal-TenantId"] = tenant_id
+
+    organization_id = UiPathConfig.organization_id
+    if organization_id:
+        headers["X-UiPath-Internal-AccountId"] = organization_id
diff --git a/src/uipath/tracing/_utils.py b/packages/uipath-platform/src/uipath/platform/common/_span_utils.py
similarity index 100%
rename from src/uipath/tracing/_utils.py
rename to packages/uipath-platform/src/uipath/platform/common/_span_utils.py
diff --git a/src/uipath/_utils/_ssl_context.py b/packages/uipath-platform/src/uipath/platform/common/_ssl_context.py
similarity index 99%
rename from src/uipath/_utils/_ssl_context.py
rename to packages/uipath-platform/src/uipath/platform/common/_ssl_context.py
index 7e6dc692b..16bef6849 100644
--- a/src/uipath/_utils/_ssl_context.py
+++ b/packages/uipath-platform/src/uipath/platform/common/_ssl_context.py
@@ -37,7 +37,6 @@ def create_ssl_context():
 def get_httpx_client_kwargs() -> Dict[str, Any]:
     """Get standardized httpx client configuration."""
     client_kwargs: Dict[str, Any] = {"follow_redirects": True, "timeout": 30.0}
-
     # Check environment variable to disable SSL verification
     disable_ssl_env = os.environ.get("UIPATH_DISABLE_SSL_VERIFY", "").lower()
     disable_ssl_from_env = disable_ssl_env in ("1", "true", "yes", "on")
diff --git a/src/uipath/_utils/_url.py b/packages/uipath-platform/src/uipath/platform/common/_url.py
similarity index 100%
rename from src/uipath/_utils/_url.py
rename to packages/uipath-platform/src/uipath/platform/common/_url.py
diff --git a/src/uipath/_utils/_user_agent.py b/packages/uipath-platform/src/uipath/platform/common/_user_agent.py
similarity index 100%
rename from src/uipath/_utils/_user_agent.py
rename to packages/uipath-platform/src/uipath/platform/common/_user_agent.py
diff --git a/packages/uipath-platform/src/uipath/platform/common/auth.py b/packages/uipath-platform/src/uipath/platform/common/auth.py
new file mode 100644
index 000000000..885a0ef1b
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/common/auth.py
@@ -0,0 +1,37 @@
+"""Module defining the TokenData model for authentication tokens."""
+
+from os import environ as env
+from typing import Optional
+
+from pydantic import BaseModel
+
+from uipath.platform.common.constants import (
+    ENV_BASE_URL,
+    ENV_UIPATH_ACCESS_TOKEN,
+    ENV_UNATTENDED_USER_ACCESS_TOKEN,
+)
+
+
+class TokenData(BaseModel):
+    """Pydantic model for token data structure."""
+
+    access_token: str
+    refresh_token: Optional[str] = None
+    expires_in: Optional[int] = None
+    token_type: Optional[str] = None
+    scope: Optional[str] = None
+    id_token: Optional[str] = None
+
+
+def resolve_config_from_env(
+    base_url: Optional[str],
+    secret: Optional[str],
+):
+    """Simple config resolution from environment variables."""
+    base_url_value = base_url or env.get(ENV_BASE_URL)
+    secret_value = (
+        secret
+        or env.get(ENV_UNATTENDED_USER_ACCESS_TOKEN)
+        or env.get(ENV_UIPATH_ACCESS_TOKEN)
+    )
+    return base_url_value, secret_value
diff --git a/packages/uipath-platform/src/uipath/platform/common/constants.py b/packages/uipath-platform/src/uipath/platform/common/constants.py
new file mode 100644
index 000000000..7dd0a8544
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/common/constants.py
@@ -0,0 +1,79 @@
+"""Constants."""
+
+# Environment variables
+DOTENV_FILE = ".env"
+ENV_BASE_URL = "UIPATH_URL"
+ENV_EVAL_BACKEND_URL = "UIPATH_EVAL_BACKEND_URL"
+ENV_UNATTENDED_USER_ACCESS_TOKEN = "UNATTENDED_USER_ACCESS_TOKEN"
+ENV_UIPATH_ACCESS_TOKEN = "UIPATH_ACCESS_TOKEN"
+ENV_FOLDER_KEY = "UIPATH_FOLDER_KEY"
+ENV_FOLDER_PATH = "UIPATH_FOLDER_PATH"
+ENV_JOB_KEY = "UIPATH_JOB_KEY"
+ENV_JOB_ID = "UIPATH_JOB_ID"
+ENV_ROBOT_KEY = "UIPATH_ROBOT_KEY"
+ENV_TENANT_ID = "UIPATH_TENANT_ID"
+ENV_TENANT_NAME = "UIPATH_TENANT_NAME"
+ENV_ORGANIZATION_ID = "UIPATH_ORGANIZATION_ID"
+ENV_TELEMETRY_ENABLED = "UIPATH_TELEMETRY_ENABLED"
+ENV_TRACING_ENABLED = "UIPATH_TRACING_ENABLED"
+ENV_UIPATH_PROJECT_ID = "UIPATH_PROJECT_ID"
+ENV_PROJECT_KEY = "PROJECT_KEY"
+ENV_UIPATH_PROCESS_UUID = "UIPATH_PROCESS_UUID"
+ENV_UIPATH_TRACE_ID = "UIPATH_TRACE_ID"
+ENV_UIPATH_PROCESS_VERSION = "UIPATH_PROCESS_VERSION"
+
+# Headers
+HEADER_FOLDER_KEY = "x-uipath-folderkey"
+HEADER_FOLDER_PATH = "x-uipath-folderpath"
+HEADER_USER_AGENT = "x-uipath-user-agent"
+HEADER_TENANT_ID = "x-uipath-tenantid"
+HEADER_INTERNAL_TENANT_ID = "x-uipath-internal-tenantid"
+HEADER_JOB_KEY = "x-uipath-jobkey"
+HEADER_SW_LOCK_KEY = "x-uipath-sw-lockkey"
+
+# Data sources (request types)
+ORCHESTRATOR_STORAGE_BUCKET_DATA_SOURCE_REQUEST = (
+    "#UiPath.Vdbs.Domain.Api.V20Models.StorageBucketDataSourceRequest"
+)
+CONFLUENCE_DATA_SOURCE_REQUEST = (
+    "#UiPath.Vdbs.Domain.Api.V20Models.ConfluenceDataSourceRequest"
+)
+DROPBOX_DATA_SOURCE_REQUEST = (
+    "#UiPath.Vdbs.Domain.Api.V20Models.DropboxDataSourceRequest"
+)
+GOOGLE_DRIVE_DATA_SOURCE_REQUEST = (
+    "#UiPath.Vdbs.Domain.Api.V20Models.GoogleDriveDataSourceRequest"
+)
+ONEDRIVE_DATA_SOURCE_REQUEST = (
+    "#UiPath.Vdbs.Domain.Api.V20Models.OneDriveDataSourceRequest"
+)
+
+# Data sources
+ORCHESTRATOR_STORAGE_BUCKET_DATA_SOURCE = (
+    "#UiPath.Vdbs.Domain.Api.V20Models.StorageBucketDataSource"
+)
+CONFLUENCE_DATA_SOURCE = "#UiPath.Vdbs.Domain.Api.V20Models.ConfluenceDataSource"
+DROPBOX_DATA_SOURCE = "#UiPath.Vdbs.Domain.Api.V20Models.DropboxDataSource"
+GOOGLE_DRIVE_DATA_SOURCE = "#UiPath.Vdbs.Domain.Api.V20Models.GoogleDriveDataSource"
+ONEDRIVE_DATA_SOURCE = "#UiPath.Vdbs.Domain.Api.V20Models.OneDriveDataSource"
+
+
+# Local storage
+TEMP_ATTACHMENTS_FOLDER = "uipath_attachments"
+
+# LLM models
+COMMUNITY_agents_SUFFIX = "-community-agents"
+
+# File names
+PYTHON_CONFIGURATION_FILE = "pyproject.toml"
+UIPATH_CONFIG_FILE = "uipath.json"
+UIPATH_BINDINGS_FILE = "bindings.json"
+ENTRY_POINTS_FILE = "entry-points.json"
+STUDIO_METADATA_FILE = "studio_metadata.json"
+
+
+# Folder names
+LEGACY_EVAL_FOLDER = "evals"
+EVALS_FOLDER = "evaluations"
+# Evaluators
+CUSTOM_EVALUATOR_PREFIX = "file://"
diff --git a/src/uipath/utils/dynamic_schema.py b/packages/uipath-platform/src/uipath/platform/common/dynamic_schema.py
similarity index 100%
rename from src/uipath/utils/dynamic_schema.py
rename to packages/uipath-platform/src/uipath/platform/common/dynamic_schema.py
diff --git a/src/uipath/platform/common/interrupt_models.py b/packages/uipath-platform/src/uipath/platform/common/interrupt_models.py
similarity index 96%
rename from src/uipath/platform/common/interrupt_models.py
rename to packages/uipath-platform/src/uipath/platform/common/interrupt_models.py
index f18043d66..d406f3c38 100644
--- a/src/uipath/platform/common/interrupt_models.py
+++ b/packages/uipath-platform/src/uipath/platform/common/interrupt_models.py
@@ -45,6 +45,18 @@ class WaitJob(BaseModel):
     process_folder_key: str | None = None
 
 
+class InvokeProcessRaw(InvokeProcess):
+    """Model representing a raw process invocation (returns job without state validation)."""
+
+    pass
+
+
+class WaitJobRaw(WaitJob):
+    """Model representing a raw wait job operation (returns job without state validation)."""
+
+    pass
+
+
 class CreateTask(BaseModel):
     """Model representing an action creation."""
 
diff --git a/src/uipath/platform/common/paging.py b/packages/uipath-platform/src/uipath/platform/common/paging.py
similarity index 100%
rename from src/uipath/platform/common/paging.py
rename to packages/uipath-platform/src/uipath/platform/common/paging.py
diff --git a/packages/uipath-platform/src/uipath/platform/common/retry.py b/packages/uipath-platform/src/uipath/platform/common/retry.py
new file mode 100644
index 000000000..b4395c822
--- /dev/null
+++ b/packages/uipath-platform/src/uipath/platform/common/retry.py
@@ -0,0 +1,93 @@
+"""Retry utilities for UiPath platform HTTP requests.
+
+Provides generic, reusable retry helpers (status codes, header parsing, backoff)
+and platform-specific retry strategy for BaseService.
+"""
+
+import random
+
+from httpx import ConnectTimeout, HTTPStatusError, Response, TimeoutException
+from tenacity import RetryCallState
+
+from ..errors import EnrichedException
+
+RETRYABLE_STATUS_CODES: frozenset[int] = frozenset({408, 429, 502, 503, 504})
+
+
+def parse_retry_after(header_value: str) -> float | None:
+    """Parse a numeric Retry-After header value.
+
+    Only handles numeric durations (seconds). HTTP-date values return None.
+    Negative values return None.
+    """
+    try:
+        seconds = float(header_value.strip())
+        if seconds < 0:
+            return None
+        return seconds
+    except (ValueError, AttributeError):
+        return None
+
+
+def exponential_backoff_with_jitter(attempt: int, initial: float) -> float:
+    """Calculate exponential backoff with jitter.
+
+    Returns ``initial * 2^(attempt-1) + uniform(0, 1.0)``.
+    """
+    exponent = attempt - 1
+    exponential = initial * (2**exponent)
+    jitter = random.uniform(0, 1.0)
+    return exponential + jitter
+
+
+def extract_retry_after_from_chain(exception: BaseException) -> float | None:
+    """Walk the exception __cause__ chain looking for a Retry-After header.
+
+    Supports ``HTTPStatusError`` (has ``.response.headers``) and
+    ``EnrichedException`` whose ``__cause__`` is an ``HTTPStatusError``.
+    """
+    current: BaseException | None = exception
+    while current is not None:
+        if isinstance(current, HTTPStatusError):
+            header = current.response.headers.get("retry-after")
+            if header:
+                parsed = parse_retry_after(header)
+                if parsed is not None:
+                    return parsed
+        current = current.__cause__
+    return None
+
+
+MAX_RETRY_ATTEMPTS: int = 5
+_MAX_RETRY_AFTER_DELAY: float = 120.0
+_MAX_BACKOFF_DELAY: float = 10.0
+_INITIAL_BACKOFF: float = 1.0
+
+
+def is_retryable_platform_exception(exception: BaseException) -> bool:
+    """Return True if the exception is transient and should be retried."""
+    if isinstance(exception, (ConnectTimeout, TimeoutException)):
+        return True
+    if isinstance(exception, EnrichedException):
+        return exception.status_code in RETRYABLE_STATUS_CODES
+    return False
+
+
+def is_retryable_response(response: Response) -> bool:
+    """Return True if the response has a server error status code (5xx)."""
+    return 500 <= response.status_code < 600
+
+
+def platform_wait_strategy(retry_state: RetryCallState) -> float:
+    """Wait strategy that honors Retry-After, falling back to exponential backoff."""
+    if retry_state.outcome is not None:
+        exception = retry_state.outcome.exception()
+        if exception is not None:
+            retry_after = extract_retry_after_from_chain(exception)
+            if retry_after is not None:
+                return min(retry_after, _MAX_RETRY_AFTER_DELAY)
+
+    backoff = exponential_backoff_with_jitter(
+        retry_state.attempt_number, _INITIAL_BACKOFF
+    )
+    return min(backoff, _MAX_BACKOFF_DELAY)
diff --git a/src/uipath/_utils/validation.py b/packages/uipath-platform/src/uipath/platform/common/validation.py
similarity index 100%
rename from src/uipath/_utils/validation.py
rename to packages/uipath-platform/src/uipath/platform/common/validation.py
diff --git a/src/uipath/platform/connections/__init__.py b/packages/uipath-platform/src/uipath/platform/connections/__init__.py
similarity index 100%
rename from src/uipath/platform/connections/__init__.py
rename to packages/uipath-platform/src/uipath/platform/connections/__init__.py
diff --git a/src/uipath/platform/connections/_connections_service.py b/packages/uipath-platform/src/uipath/platform/connections/_connections_service.py
similarity index 97%
rename from src/uipath/platform/connections/_connections_service.py
rename to packages/uipath-platform/src/uipath/platform/connections/_connections_service.py
index cb78508a2..56b52ac71 100644
--- a/src/uipath/platform/connections/_connections_service.py
+++ b/packages/uipath-platform/src/uipath/platform/connections/_connections_service.py
@@ -4,10 +4,14 @@
 from urllib.parse import parse_qsl, quote, urlsplit
 
 from httpx import Response
-
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ...tracing import traced
-from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import header_folder
+from ..common._models import Endpoint, RequestSpec
 from ..orchestrator._folder_service import FolderService
 from .connections import (
     ActivityMetadata,
@@ -661,8 +665,11 @@ def invoke_activity(
             ValueError: If required parameters are missing or invalid
             RuntimeError: If the HTTP request fails or returns an error status
         """
+        connection = self.retrieve(connection_id)
+        folder_key = connection.folder.get("key") if connection.folder else None
+
         spec = self._build_activity_request_spec(
-            activity_metadata, connection_id, activity_input
+            activity_metadata, connection.id, activity_input, folder_key
         )
 
         response = self.request(
@@ -700,8 +707,11 @@ async def invoke_activity_async(
             ValueError: If required parameters are missing or invalid
             RuntimeError: If the HTTP request fails or returns an error status
         """
+        connection = await self.retrieve_async(connection_id)
+        folder_key = connection.folder.get("key") if connection.folder else None
+
         spec = self._build_activity_request_spec(
-            activity_metadata, connection_id, activity_input
+            activity_metadata, connection.id, activity_input, folder_key
         )
 
         response = await self.request_async(
@@ -720,6 +730,7 @@ def _build_activity_request_spec(
         activity_metadata: ActivityMetadata,
         connection_id: str,
         activity_input: Dict[str, Any],
+        folder_key: Optional[str] = None,
     ) -> RequestSpec:
         """Build the request specification for invoking an activity."""
         url = f"/elements_/v3/element/instances/{connection_id}{activity_metadata.object_path}"
@@ -763,6 +774,7 @@ def _build_activity_request_spec(
         headers = {
             "x-uipath-originator": "uipath-python",
             "x-uipath-source": "uipath-python",
+            **header_folder(folder_key, None),
             **header_params,
         }
 
diff --git a/src/uipath/platform/connections/connections.py b/packages/uipath-platform/src/uipath/platform/connections/connections.py
similarity index 100%
rename from src/uipath/platform/connections/connections.py
rename to packages/uipath-platform/src/uipath/platform/connections/connections.py
diff --git a/src/uipath/platform/context_grounding/__init__.py b/packages/uipath-platform/src/uipath/platform/context_grounding/__init__.py
similarity index 97%
rename from src/uipath/platform/context_grounding/__init__.py
rename to packages/uipath-platform/src/uipath/platform/context_grounding/__init__.py
index d4129d633..c43d64c68 100644
--- a/src/uipath/platform/context_grounding/__init__.py
+++ b/packages/uipath-platform/src/uipath/platform/context_grounding/__init__.py
@@ -32,7 +32,6 @@
     Indexer,
     OneDriveDataSource,
     OneDriveSourceConfig,
-    PreProcessing,
     SourceConfig,
 )
 
@@ -65,7 +64,6 @@
     "Indexer",
     "OneDriveDataSource",
     "OneDriveSourceConfig",
-    "PreProcessing",
     "SourceConfig",
     "Citation",
 ]
diff --git a/src/uipath/platform/context_grounding/_context_grounding_service.py b/packages/uipath-platform/src/uipath/platform/context_grounding/_context_grounding_service.py
similarity index 96%
rename from src/uipath/platform/context_grounding/_context_grounding_service.py
rename to packages/uipath-platform/src/uipath/platform/context_grounding/_context_grounding_service.py
index 11ad14f30..0087c5138 100644
--- a/src/uipath/platform/context_grounding/_context_grounding_service.py
+++ b/packages/uipath-platform/src/uipath/platform/context_grounding/_context_grounding_service.py
@@ -3,15 +3,18 @@
 
 import httpx
 from pydantic import Field, TypeAdapter
-
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ..._utils._ssl_context import get_httpx_client_kwargs
-from ..._utils.constants import (
-    LLMV4_REQUEST,
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
+from ..common._ssl_context import get_httpx_client_kwargs
+from ..common.constants import (
     ORCHESTRATOR_STORAGE_BUCKET_DATA_SOURCE,
 )
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
 from ..errors import (
     BatchTransformNotCompleteException,
     IngestionInProgressException,
@@ -46,7 +49,6 @@
     GoogleDriveSourceConfig,
     OneDriveDataSource,
     OneDriveSourceConfig,
-    PreProcessing,
     SourceConfig,
 )
 
@@ -350,8 +352,9 @@ def create_index(
         name: str,
         source: SourceConfig,
         description: Optional[str] = None,
-        advanced_ingestion: Optional[bool] = True,
-        preprocessing_request: Optional[str] = LLMV4_REQUEST,
+        extraction_strategy: Optional[str] = None,
+        embeddings_enabled: Optional[bool] = None,
+        is_encrypted: Optional[bool] = None,
         folder_key: Optional[str] = None,
         folder_path: Optional[str] = None,
     ) -> ContextGroundingIndex:
@@ -369,8 +372,9 @@ def create_index(
                 The source can include an optional indexer field for scheduled indexing:
                     source.indexer = Indexer(cron_expression="0 0 18 ? * 2", time_zone_id="UTC")
             description (Optional[str]): Description of the index.
-            advanced_ingestion (Optional[bool]): Enable advanced ingestion with preprocessing. Defaults to True.
-            preprocessing_request (Optional[str]): The OData type for preprocessing request. Defaults to LLMV4_REQUEST.
+            extraction_strategy (Optional[str]): Extraction method - "NativeV1" or "LLMV4". Defaults to NativeV1.
+            embeddings_enabled (Optional[bool]): Whether to generate embeddings. Defaults to true.
+            is_encrypted (Optional[bool]): Whether to encrypt the index. Defaults to false.
             folder_key (Optional[str]): The key of the folder where the index will be created.
             folder_path (Optional[str]): The path of the folder where the index will be created.
 
@@ -381,10 +385,9 @@ def create_index(
             name=name,
             description=description,
             source=source,
-            advanced_ingestion=advanced_ingestion
-            if advanced_ingestion is not None
-            else True,
-            preprocessing_request=preprocessing_request or LLMV4_REQUEST,
+            extraction_strategy=extraction_strategy,
+            embeddings_enabled=embeddings_enabled,
+            is_encrypted=is_encrypted,
             folder_path=folder_path,
             folder_key=folder_key,
         )
@@ -405,8 +408,9 @@ async def create_index_async(
         name: str,
         source: SourceConfig,
         description: Optional[str] = None,
-        advanced_ingestion: Optional[bool] = True,
-        preprocessing_request: Optional[str] = LLMV4_REQUEST,
+        extraction_strategy: Optional[str] = None,
+        embeddings_enabled: Optional[bool] = None,
+        is_encrypted: Optional[bool] = None,
         folder_key: Optional[str] = None,
         folder_path: Optional[str] = None,
     ) -> ContextGroundingIndex:
@@ -424,8 +428,9 @@ async def create_index_async(
                 The source can include an optional indexer field for scheduled indexing:
                     source.indexer = Indexer(cron_expression="0 0 18 ? * 2", time_zone_id="UTC")
             description (Optional[str]): Description of the index.
-            advanced_ingestion (Optional[bool]): Enable advanced ingestion with preprocessing. Defaults to True.
-            preprocessing_request (Optional[str]): The OData type for preprocessing request. Defaults to LLMV4_REQUEST.
+            extraction_strategy (Optional[str]): Extraction method - "NativeV1" or "LLMV4". Defaults to NativeV1.
+            embeddings_enabled (Optional[bool]): Whether to generate embeddings. Defaults to true.
+            is_encrypted (Optional[bool]): Whether to encrypt the index. Defaults to false.
             folder_key (Optional[str]): The key of the folder where the index will be created.
             folder_path (Optional[str]): The path of the folder where the index will be created.
 
@@ -436,10 +441,9 @@ async def create_index_async(
             name=name,
             description=description,
             source=source,
-            advanced_ingestion=advanced_ingestion
-            if advanced_ingestion is not None
-            else True,
-            preprocessing_request=preprocessing_request or LLMV4_REQUEST,
+            extraction_strategy=extraction_strategy,
+            embeddings_enabled=embeddings_enabled,
+            is_encrypted=is_encrypted,
             folder_path=folder_path,
             folder_key=folder_key,
         )
@@ -1454,8 +1458,9 @@ def _create_spec(
         name: str,
         description: Optional[str],
         source: SourceConfig,
-        advanced_ingestion: bool,
-        preprocessing_request: str,
+        extraction_strategy: Optional[str] = None,
+        embeddings_enabled: Optional[bool] = None,
+        is_encrypted: Optional[bool] = None,
         folder_key: Optional[str] = None,
         folder_path: Optional[str] = None,
     ) -> RequestSpec:
@@ -1465,8 +1470,9 @@ def _create_spec(
             name: Index name
             description: Index description
             source: Source configuration (typed model) with optional indexer
-            advanced_ingestion: Whether to enable advanced ingestion with preprocessing
-            preprocessing_request: OData type for preprocessing request
+            extraction_strategy: Extraction method - "NativeV1" or "LLMV4"
+            embeddings_enabled: Whether to generate embeddings
+            is_encrypted: Whether to encrypt the index
             folder_key: Optional folder key
             folder_path: Optional folder path
 
@@ -1485,11 +1491,9 @@ def _create_spec(
             name=name,
             description=description or "",
             data_source=data_source_dict,
-            pre_processing=(
-                PreProcessing(**{"@odata.type": preprocessing_request})
-                if advanced_ingestion and preprocessing_request
-                else None
-            ),
+            extraction_strategy=extraction_strategy,
+            embeddings_enabled=embeddings_enabled,
+            is_encrypted=is_encrypted,
         )
 
         return RequestSpec(
@@ -1745,7 +1749,10 @@ def _batch_transform_creation_spec(
         elif target_file_name:
             target_file_glob_pattern = target_file_name
         elif storage_bucket_folder_path_prefix:
-            target_file_glob_pattern = f"{storage_bucket_folder_path_prefix}/*"
+            if storage_bucket_folder_path_prefix.endswith("/*"):
+                target_file_glob_pattern = storage_bucket_folder_path_prefix
+            else:
+                target_file_glob_pattern = f"{storage_bucket_folder_path_prefix}/*"
         else:
             target_file_glob_pattern = "**"
 
diff --git a/src/uipath/platform/context_grounding/context_grounding.py b/packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding.py
similarity index 100%
rename from src/uipath/platform/context_grounding/context_grounding.py
rename to packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding.py
diff --git a/src/uipath/platform/context_grounding/context_grounding_index.py b/packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding_index.py
similarity index 63%
rename from src/uipath/platform/context_grounding/context_grounding_index.py
rename to packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding_index.py
index b4261f014..a37f2e457 100644
--- a/src/uipath/platform/context_grounding/context_grounding_index.py
+++ b/packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding_index.py
@@ -1,23 +1,11 @@
 """Models for Context Grounding Index in the UiPath platform."""
 
 from datetime import datetime
-from typing import Any, List, Optional
+from typing import Optional
 
 from pydantic import BaseModel, ConfigDict, Field, field_serializer
 
 
-class ContextGroundingField(BaseModel):
-    """Model representing a field in a Context Grounding Index."""
-
-    id: Optional[str] = Field(default=None, alias="id")
-    name: Optional[str] = Field(default=None, alias="name")
-    description: Optional[str] = Field(default=None, alias="description")
-    type: Optional[str] = Field(default=None, alias="type")
-    is_filterable: Optional[bool] = Field(default=None, alias="isFilterable")
-    searchable_type: Optional[str] = Field(default=None, alias="searchableType")
-    is_user_defined: Optional[bool] = Field(default=None, alias="isUserDefined")
-
-
 class ContextGroundingDataSource(BaseModel):
     """Model representing a data source in a Context Grounding Index."""
 
@@ -33,6 +21,26 @@ class ContextGroundingDataSource(BaseModel):
     bucketName: Optional[str] = Field(default=None, alias="bucketName")
 
 
+class ContextGroundingIndexHealth(BaseModel):
+    """Model representing health metrics for a Context Grounding Index."""
+
+    model_config = ConfigDict(
+        validate_by_name=True,
+        validate_by_alias=True,
+        extra="allow",
+    )
+
+    schema_id: Optional[str] = Field(default=None, alias="schemaId")
+    ingestion_reliability_score: Optional[float] = Field(
+        default=None, alias="ingestionReliabilityScore"
+    )
+    utilization_score: Optional[float] = Field(default=None, alias="utilizationScore")
+    overall_health_score: Optional[float] = Field(
+        default=None, alias="overallHealthScore"
+    )
+    health_status: Optional[str] = Field(default=None, alias="healthStatus")
+
+
 class ContextGroundingIndex(BaseModel):
     """Model representing a Context Grounding Index in the UiPath platform."""
 
@@ -54,19 +62,29 @@ def serialize_datetime(self, value):
     id: Optional[str] = Field(default=None, alias="id")
     name: Optional[str] = Field(default=None, alias="name")
     description: Optional[str] = Field(default=None, alias="description")
+    is_encrypted: Optional[bool] = Field(default=None, alias="isEncrypted")
+    folder_fully_qualified_name: Optional[str] = Field(
+        default=None, alias="folderFullyQualifiedName"
+    )
     memory_usage: Optional[int] = Field(default=None, alias="memoryUsage")
     disk_usage: Optional[int] = Field(default=None, alias="diskUsage")
+    extraction_strategy: Optional[str] = Field(default=None, alias="extractionStrategy")
+    embeddings_enabled: Optional[bool] = Field(default=None, alias="embeddingsEnabled")
     data_source: Optional[ContextGroundingDataSource] = Field(
         default=None, alias="dataSource"
     )
-    pre_processing: Any = Field(default=None, alias="preProcessing")
-    fields: Optional[List[ContextGroundingField]] = Field(default=None, alias="fields")
     last_ingestion_status: Optional[str] = Field(
         default=None, alias="lastIngestionStatus"
     )
+    last_ingestion_failure_reason: Optional[str] = Field(
+        default=None, alias="lastIngestionFailureReason"
+    )
     last_ingested: Optional[datetime] = Field(default=None, alias="lastIngested")
     last_queried: Optional[datetime] = Field(default=None, alias="lastQueried")
     folder_key: Optional[str] = Field(default=None, alias="folderKey")
+    index_health: Optional[ContextGroundingIndexHealth] = Field(
+        default=None, alias="indexHealth"
+    )
 
     def in_progress_ingestion(self):
         """Check if the last ingestion is in progress."""
diff --git a/src/uipath/platform/context_grounding/context_grounding_payloads.py b/packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding_payloads.py
similarity index 92%
rename from src/uipath/platform/context_grounding/context_grounding_payloads.py
rename to packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding_payloads.py
index 420665245..a28903462 100644
--- a/src/uipath/platform/context_grounding/context_grounding_payloads.py
+++ b/packages/uipath-platform/src/uipath/platform/context_grounding/context_grounding_payloads.py
@@ -6,7 +6,7 @@
 from pydantic import BaseModel, ConfigDict, Field, model_validator
 from pydantic.alias_generators import to_camel
 
-from uipath._utils.constants import (
+from uipath.platform.common.constants import (
     CONFLUENCE_DATA_SOURCE_REQUEST,
     DROPBOX_DATA_SOURCE_REQUEST,
     GOOGLE_DRIVE_DATA_SOURCE_REQUEST,
@@ -113,14 +113,6 @@ def validate_cron(cls, values: Dict[str, Any]) -> Dict[str, Any]:
         return values
 
 
-class PreProcessing(BaseModel):
-    """Preprocessing configuration for context grounding index."""
-
-    odata_type: str = Field(
-        alias="@odata.type", description="OData type for preprocessing"
-    )
-
-
 class CreateIndexPayload(BaseModel):
     """Payload for creating a context grounding index.
 
@@ -135,8 +127,20 @@ class CreateIndexPayload(BaseModel):
     data_source: Dict[str, Any] = Field(
         alias="dataSource", description="Data source configuration"
     )
-    pre_processing: Optional[PreProcessing] = Field(
-        default=None, alias="preProcessing", description="Preprocessing configuration"
+    extraction_strategy: Optional[str] = Field(
+        default=None,
+        alias="extractionStrategy",
+        description="Extraction method: 'NativeV1' or 'LLMV4'. Defaults to NativeV1",
+    )
+    embeddings_enabled: Optional[bool] = Field(
+        default=None,
+        alias="embeddingsEnabled",
+        description="Whether to generate embeddings. Defaults to true",
+    )
+    is_encrypted: Optional[bool] = Field(
+        default=None,
+        alias="isEncrypted",
+        description="Whether to encrypt the index. Defaults to false",
     )
 
     model_config = ConfigDict(populate_by_name=True)
diff --git a/src/uipath/platform/documents/__init__.py b/packages/uipath-platform/src/uipath/platform/documents/__init__.py
similarity index 100%
rename from src/uipath/platform/documents/__init__.py
rename to packages/uipath-platform/src/uipath/platform/documents/__init__.py
diff --git a/src/uipath/platform/documents/_documents_service.py b/packages/uipath-platform/src/uipath/platform/documents/_documents_service.py
similarity index 99%
rename from src/uipath/platform/documents/_documents_service.py
rename to packages/uipath-platform/src/uipath/platform/documents/_documents_service.py
index f1a88db1d..687e7fd15 100644
--- a/src/uipath/platform/documents/_documents_service.py
+++ b/packages/uipath-platform/src/uipath/platform/documents/_documents_service.py
@@ -6,9 +6,14 @@
 from typing import Any, Awaitable, Callable, Dict, List, Optional, Set, Tuple, Union
 from uuid import UUID
 
-from ..._utils import Endpoint, resource_override
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext
+from ..common._models import Endpoint
 from ..errors import OperationFailedException, OperationNotCompleteException
 from .documents import (
     ActionPriority,
diff --git a/src/uipath/platform/documents/documents.py b/packages/uipath-platform/src/uipath/platform/documents/documents.py
similarity index 100%
rename from src/uipath/platform/documents/documents.py
rename to packages/uipath-platform/src/uipath/platform/documents/documents.py
diff --git a/src/uipath/platform/entities/__init__.py b/packages/uipath-platform/src/uipath/platform/entities/__init__.py
similarity index 100%
rename from src/uipath/platform/entities/__init__.py
rename to packages/uipath-platform/src/uipath/platform/entities/__init__.py
diff --git a/src/uipath/platform/entities/_entities_service.py b/packages/uipath-platform/src/uipath/platform/entities/_entities_service.py
similarity index 85%
rename from src/uipath/platform/entities/_entities_service.py
rename to packages/uipath-platform/src/uipath/platform/entities/_entities_service.py
index 2b31b830c..7942f5e74 100644
--- a/src/uipath/platform/entities/_entities_service.py
+++ b/packages/uipath-platform/src/uipath/platform/entities/_entities_service.py
@@ -1,16 +1,43 @@
-from typing import Any, List, Optional, Type
+import re
+from typing import Any, Dict, List, Optional, Type
 
 from httpx import Response
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint, RequestSpec
-from ...tracing import traced
-from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._models import Endpoint, RequestSpec
 from .entities import (
     Entity,
     EntityRecord,
     EntityRecordsBatchResponse,
 )
 
+_FORBIDDEN_SQL_KEYWORDS = {
+    "INSERT",
+    "UPDATE",
+    "DELETE",
+    "MERGE",
+    "DROP",
+    "ALTER",
+    "CREATE",
+    "TRUNCATE",
+    "REPLACE",
+}
+_DISALLOWED_SQL_OPERATORS = [
+    "WITH",
+    "UNION",
+    "INTERSECT",
+    "EXCEPT",
+    "OVER",
+    "ROLLUP",
+    "CUBE",
+    "GROUPING SETS",
+    "PARTITION BY",
+]
+_SQL_KEYWORD_PATTERN = re.compile(r"\b([A-Z]+(?:\s+BY|\s+SETS)?)\b")
+
 
 class EntitiesService(BaseService):
     """Service for managing UiPath Data Service entities.
@@ -389,6 +416,67 @@ class CustomerRecord:
             EntityRecord.from_data(data=record, model=schema) for record in records_data
         ]
 
+    @traced(name="entity_query_records", run_type="uipath")
+    def query_entity_records(
+        self,
+        sql_query: str,
+        schema: Optional[Type[Any]] = None,
+    ) -> List[Dict[str, Any]]:
+        """Backward-compatible alias for query_multiple_entities."""
+        return self.query_multiple_entities(sql_query, schema)
+
+
+    @traced(name="query_entities_async", run_type="uipath")
+    async def query_entity_records_async(
+        self,
+        sql_query: str,
+        schema: Optional[Type[Any]] = None,
+    ) -> List[Dict[str, Any]]:
+        """Backward-compatible alias for query_multiple_entities_async."""
+        return await self.query_multiple_entities_async(sql_query, schema)
+
+    @traced(name="query_multiple_entities", run_type="uipath")
+    def query_multiple_entities(
+        self,
+        sql_query: str,
+        schema: Optional[Type[Any]] = None,
+    ) -> List[Dict[str, Any]]:
+        """Query entity records using a validated SQL query."""
+        self._validate_sql_query(sql_query)
+        spec = self._query_multiple_entities_spec(sql_query)
+        headers = {
+            "X-UiPath-Internal-TenantName": self._url.tenant_name,
+            "X-UiPath-Internal-AccountName": self._url.org_name,
+        }
+        full_url = f"{self._url.base_url}{spec.endpoint}"
+        response = self.request(spec.method, full_url, json=spec.json, headers=headers)
+        status_code = getattr(response, "status_code", 200)
+        if isinstance(status_code, int) and status_code >= 400:
+            response.raise_for_status()
+        return response.json().get("results", [])
+
+    @traced(name="query_multiple_entities_async", run_type="uipath")
+    async def query_multiple_entities_async(
+        self,
+        sql_query: str,
+        schema: Optional[Type[Any]] = None,
+    ) -> List[Dict[str, Any]]:
+        """Asynchronously query entity records using a validated SQL query."""
+        self._validate_sql_query(sql_query)
+        spec = self._query_multiple_entities_spec(sql_query)
+        headers = {
+            "X-UiPath-Internal-TenantName": self._url.tenant_name,
+            "X-UiPath-Internal-AccountName": self._url.org_name,
+        }
+        full_url = f"{self._url.base_url}{spec.endpoint}"
+        response = await self.request_async(
+            spec.method, full_url, json=spec.json, headers=headers
+        )
+        status_code = getattr(response, "status_code", 200)
+        if isinstance(status_code, int) and status_code >= 400:
+            response.raise_for_status()
+        return response.json().get("results", [])
+
     @traced(name="entity_record_insert_batch", run_type="uipath")
     def insert_records(
         self,
@@ -872,6 +960,23 @@ def _list_records_spec(
             params=({"start": start, "limit": limit}),
         )
 
+    def _query_entity_records_spec(
+        self,
+        sql_query: str,
+    ) -> RequestSpec:
+        endpoint = f"/dataservice_/{self._url.org_name}/{self._url.tenant_name}/datafabric_/api/v1/query/execute"
+        return RequestSpec(
+            method="POST",
+            endpoint=Endpoint(endpoint),
+            json={"query": sql_query},
+        )
+
+    def _query_multiple_entities_spec(
+        self,
+        sql_query: str,
+    ) -> RequestSpec:
+        return self._query_entity_records_spec(sql_query)
+
     def _insert_batch_spec(self, entity_key: str, records: List[Any]) -> RequestSpec:
         return RequestSpec(
             method="POST",
@@ -900,3 +1005,57 @@ def _delete_batch_spec(self, entity_key: str, record_ids: List[str]) -> RequestS
             ),
             json=record_ids,
         )
+
+    def _validate_sql_query(self, sql_query: str) -> None:
+        query = sql_query.strip()
+        if not query:
+            raise ValueError("SQL query cannot be empty.")
+
+        if ";" in query.rstrip(";"):
+            raise ValueError("Only a single SELECT statement is allowed.")
+
+        normalized_query = re.sub(r"\s+", " ", query).strip()
+        normalized_upper = normalized_query.upper()
+        normalized_keywords = set(_SQL_KEYWORD_PATTERN.findall(normalized_upper))
+
+        # Keep legacy behavior: non-SELECT statements fail with this message,
+        # while CTE-based queries are reported as disallowed WITH usage.
+        if not normalized_upper.startswith("SELECT "):
+            if not normalized_upper.startswith("WITH "):
+                raise ValueError("Only SELECT statements are allowed.")
+
+        for keyword in _FORBIDDEN_SQL_KEYWORDS:
+            if keyword in normalized_keywords:
+                raise ValueError(f"SQL keyword '{keyword}' is not allowed.")
+
+        for operator in _DISALLOWED_SQL_OPERATORS:
+            if operator in normalized_keywords:
+                raise ValueError(
+                    f"SQL construct '{operator}' is not allowed in entity queries."
+                )
+
+        if re.search(r"\(\s*SELECT\b", normalized_upper):
+            raise ValueError("Subqueries are not allowed.")
+
+        has_where = bool(re.search(r"\bWHERE\b", normalized_upper))
+        has_limit = bool(re.search(r"\bLIMIT\s+\d+\b", normalized_upper))
+        if not has_where and not has_limit:
+            raise ValueError("Queries without WHERE must include a LIMIT clause.")
+
+        projection = self._projection_segment(normalized_query)
+        if "*" in projection and not has_where:
+            raise ValueError("SELECT * without filtering is not allowed.")
+        if not has_where and self._projection_column_count(projection) > 4:
+            raise ValueError(
+                "Selecting more than 4 columns without filtering is not allowed."
+            )
+
+    def _projection_segment(self, normalized_query: str) -> str:
+        match = re.match(r"(?is)\s*SELECT\s+(.*?)\s+FROM\s+", normalized_query)
+        return match.group(1) if match else ""
+
+    def _projection_column_count(self, projection: str) -> int:
+        cleaned = projection.strip()
+        if not cleaned:
+            return 0
+        return len([part for part in cleaned.split(",") if part.strip()])
diff --git a/src/uipath/platform/entities/entities.py b/packages/uipath-platform/src/uipath/platform/entities/entities.py
similarity index 100%
rename from src/uipath/platform/entities/entities.py
rename to packages/uipath-platform/src/uipath/platform/entities/entities.py
diff --git a/src/uipath/platform/errors/__init__.py b/packages/uipath-platform/src/uipath/platform/errors/__init__.py
similarity index 100%
rename from src/uipath/platform/errors/__init__.py
rename to packages/uipath-platform/src/uipath/platform/errors/__init__.py
diff --git a/src/uipath/platform/errors/_base_url_missing_error.py b/packages/uipath-platform/src/uipath/platform/errors/_base_url_missing_error.py
similarity index 100%
rename from src/uipath/platform/errors/_base_url_missing_error.py
rename to packages/uipath-platform/src/uipath/platform/errors/_base_url_missing_error.py
diff --git a/src/uipath/platform/errors/_batch_transform_not_complete_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_batch_transform_not_complete_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_batch_transform_not_complete_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_batch_transform_not_complete_exception.py
diff --git a/src/uipath/platform/errors/_enriched_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_enriched_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_enriched_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_enriched_exception.py
diff --git a/src/uipath/platform/errors/_folder_not_found_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_folder_not_found_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_folder_not_found_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_folder_not_found_exception.py
diff --git a/src/uipath/platform/errors/_ingestion_in_progress_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_ingestion_in_progress_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_ingestion_in_progress_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_ingestion_in_progress_exception.py
diff --git a/src/uipath/platform/errors/_operation_failed_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_operation_failed_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_operation_failed_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_operation_failed_exception.py
diff --git a/src/uipath/platform/errors/_operation_not_complete_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_operation_not_complete_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_operation_not_complete_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_operation_not_complete_exception.py
diff --git a/src/uipath/platform/errors/_secret_missing_error.py b/packages/uipath-platform/src/uipath/platform/errors/_secret_missing_error.py
similarity index 100%
rename from src/uipath/platform/errors/_secret_missing_error.py
rename to packages/uipath-platform/src/uipath/platform/errors/_secret_missing_error.py
diff --git a/src/uipath/platform/errors/_unsupported_data_source_exception.py b/packages/uipath-platform/src/uipath/platform/errors/_unsupported_data_source_exception.py
similarity index 100%
rename from src/uipath/platform/errors/_unsupported_data_source_exception.py
rename to packages/uipath-platform/src/uipath/platform/errors/_unsupported_data_source_exception.py
diff --git a/src/uipath/platform/guardrails/__init__.py b/packages/uipath-platform/src/uipath/platform/guardrails/__init__.py
similarity index 100%
rename from src/uipath/platform/guardrails/__init__.py
rename to packages/uipath-platform/src/uipath/platform/guardrails/__init__.py
diff --git a/src/uipath/platform/guardrails/_guardrails_service.py b/packages/uipath-platform/src/uipath/platform/guardrails/_guardrails_service.py
similarity index 94%
rename from src/uipath/platform/guardrails/_guardrails_service.py
rename to packages/uipath-platform/src/uipath/platform/guardrails/_guardrails_service.py
index cd4a03659..ebfbaf33d 100644
--- a/src/uipath/platform/guardrails/_guardrails_service.py
+++ b/packages/uipath-platform/src/uipath/platform/guardrails/_guardrails_service.py
@@ -5,10 +5,12 @@
     GuardrailValidationResult,
     GuardrailValidationResultType,
 )
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint, RequestSpec
-from ...tracing import traced
-from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._models import Endpoint, RequestSpec
 from ..errors import EnrichedException
 from .guardrails import BuiltInValidatorGuardrail
 
diff --git a/src/uipath/platform/guardrails/guardrails.py b/packages/uipath-platform/src/uipath/platform/guardrails/guardrails.py
similarity index 100%
rename from src/uipath/platform/guardrails/guardrails.py
rename to packages/uipath-platform/src/uipath/platform/guardrails/guardrails.py
diff --git a/src/uipath/platform/orchestrator/__init__.py b/packages/uipath-platform/src/uipath/platform/orchestrator/__init__.py
similarity index 95%
rename from src/uipath/platform/orchestrator/__init__.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/__init__.py
index a6e3c0bee..337154eee 100644
--- a/src/uipath/platform/orchestrator/__init__.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/__init__.py
@@ -14,7 +14,7 @@
 from .assets import Asset, UserAsset
 from .attachment import Attachment
 from .buckets import Bucket, BucketFile
-from .job import Job, JobErrorInfo
+from .job import Job, JobErrorInfo, JobState
 from .mcp import McpServer, McpServerStatus, McpServerType
 from .processes import Process
 from .queues import (
@@ -41,6 +41,7 @@
     "BucketFile",
     "Job",
     "JobErrorInfo",
+    "JobState",
     "Process",
     "CommitType",
     "QueueItem",
diff --git a/src/uipath/platform/orchestrator/_assets_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_assets_service.py
similarity index 97%
rename from src/uipath/platform/orchestrator/_assets_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_assets_service.py
index 49c81d42f..7561dd4ea 100644
--- a/src/uipath/platform/orchestrator/_assets_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_assets_service.py
@@ -1,12 +1,16 @@
 from typing import Any, Dict, Optional
 
 from httpx import Response
-
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ..._utils.validation import validate_pagination_params
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from uipath.core import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
 from ..common.paging import PagedResult
+from ..common.validation import validate_pagination_params
 from .assets import Asset, UserAsset
 
 
diff --git a/src/uipath/platform/orchestrator/_attachments_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_attachments_service.py
similarity index 98%
rename from src/uipath/platform/orchestrator/_attachments_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_attachments_service.py
index fac8a1658..2a39e0dac 100644
--- a/src/uipath/platform/orchestrator/_attachments_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_attachments_service.py
@@ -10,13 +10,16 @@
 import httpx
 from httpx import Response
 from httpx._types import RequestContent
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint, RequestSpec, header_folder
-from ..._utils._ssl_context import get_httpx_client_kwargs
-from ..._utils.constants import TEMP_ATTACHMENTS_FOLDER
-from ...tracing import traced
 from ..attachments import Attachment, AttachmentMode, BlobFileAccessInfo
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
+from ..common._ssl_context import get_httpx_client_kwargs
+from ..common.constants import TEMP_ATTACHMENTS_FOLDER
 
 
 def _upload_attachment_input_processor(inputs: dict[str, Any]) -> dict[str, Any]:
diff --git a/src/uipath/platform/orchestrator/_buckets_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_buckets_service.py
similarity index 99%
rename from src/uipath/platform/orchestrator/_buckets_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_buckets_service.py
index ebb6bcbe3..d5e32aec6 100644
--- a/src/uipath/platform/orchestrator/_buckets_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_buckets_service.py
@@ -5,13 +5,17 @@
 from typing import Any, Dict, Optional, Union
 
 import httpx
-
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ..._utils._ssl_context import get_httpx_client_kwargs
-from ..._utils.validation import validate_pagination_params
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
+from ..common._ssl_context import get_httpx_client_kwargs
 from ..common.paging import PagedResult
+from ..common.validation import validate_pagination_params
 from .buckets import Bucket, BucketFile
 
 # Pagination limits
diff --git a/src/uipath/platform/orchestrator/_folder_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_folder_service.py
similarity index 96%
rename from src/uipath/platform/orchestrator/_folder_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_folder_service.py
index 5fbb0447e..84c5abdb3 100644
--- a/src/uipath/platform/orchestrator/_folder_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_folder_service.py
@@ -1,10 +1,12 @@
 from typing import Optional
 
 from typing_extensions import deprecated
+from uipath.core import traced
 
-from ..._utils import Endpoint, RequestSpec
-from ...tracing import traced
-from ..common import BaseService, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._models import Endpoint, RequestSpec
 from ..errors import FolderNotFoundException
 from .folder import PersonalWorkspace
 
diff --git a/src/uipath/platform/orchestrator/_jobs_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_jobs_service.py
similarity index 99%
rename from src/uipath/platform/orchestrator/_jobs_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_jobs_service.py
index a89758673..f9433d221 100644
--- a/src/uipath/platform/orchestrator/_jobs_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_jobs_service.py
@@ -5,12 +5,17 @@
 from pathlib import Path
 from typing import Any, Dict, List, Optional, Union, cast, overload
 
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ..._utils.constants import TEMP_ATTACHMENTS_FOLDER
-from ..._utils.validation import validate_pagination_params
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
+from ..common.constants import TEMP_ATTACHMENTS_FOLDER
 from ..common.paging import PagedResult
+from ..common.validation import validate_pagination_params
 from ..errors import EnrichedException
 from ._attachments_service import AttachmentsService
 from .job import Job
diff --git a/src/uipath/platform/orchestrator/_mcp_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_mcp_service.py
similarity index 94%
rename from src/uipath/platform/orchestrator/_mcp_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_mcp_service.py
index 47e5a6925..a0f7b5e2a 100644
--- a/src/uipath/platform/orchestrator/_mcp_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_mcp_service.py
@@ -1,8 +1,13 @@
 from typing import List
 
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
 from ._folder_service import FolderService
 from .mcp import McpServer
 
diff --git a/src/uipath/platform/orchestrator/_processes_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_processes_service.py
similarity index 91%
rename from src/uipath/platform/orchestrator/_processes_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_processes_service.py
index f5d86a53f..10b6010e2 100644
--- a/src/uipath/platform/orchestrator/_processes_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_processes_service.py
@@ -5,19 +5,17 @@
 
 from opentelemetry import trace
 from opentelemetry.trace import format_span_id
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint, RequestSpec, header_folder, resource_override
-from ..._utils.constants import ENV_JOB_KEY, HEADER_JOB_KEY
-from ...tracing import traced
-from ...tracing._utils import _SpanUtils
 from ..attachments import Attachment
-from ..common import (
-    BaseService,
-    FolderContext,
-    UiPathApiConfig,
-    UiPathConfig,
-    UiPathExecutionContext,
-)
+from ..common._base_service import BaseService
+from ..common._bindings import resource_override
+from ..common._config import UiPathApiConfig, UiPathConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
+from ..common._span_utils import _SpanUtils
+from ..common.constants import ENV_JOB_KEY, HEADER_JOB_KEY
 from ._attachments_service import AttachmentsService
 from .job import Job
 
@@ -51,6 +49,7 @@ def invoke(
         folder_key: Optional[str] = None,
         folder_path: Optional[str] = None,
         attachments: Optional[list[Attachment]] = None,
+        parent_operation_id: Optional[str] = None,
         **kwargs: Any,
     ) -> Job:
         """Start execution of a process by its name.
@@ -63,6 +62,7 @@ def invoke(
             attachments (Optional[list]): List of Attachment objects to pass to the process.
             folder_key (Optional[str]): The key of the folder to execute the process in. Override the default one set in the SDK config.
             folder_path (Optional[str]): The path of the folder to execute the process in. Override the default one set in the SDK config.
+            parent_operation_id (Optional[str]): The parent operation ID for BTS tracking correlation.
 
         Returns:
             Job: The job execution details.
@@ -99,6 +99,7 @@ def invoke(
             folder_key=folder_key,
             folder_path=folder_path,
             parent_span_id=kwargs.get("parent_span_id"),
+            parent_operation_id=parent_operation_id,
         )
         response = self.request(
             spec.method,
@@ -121,6 +122,7 @@ async def invoke_async(
         folder_key: Optional[str] = None,
         folder_path: Optional[str] = None,
         attachments: Optional[list[Attachment]] = None,
+        parent_operation_id: Optional[str] = None,
         **kwargs: Any,
     ) -> Job:
         """Asynchronously start execution of a process by its name.
@@ -133,6 +135,7 @@ async def invoke_async(
             attachments (Optional[list]): List of Attachment objects to pass to the process.
             folder_key (Optional[str]): The key of the folder to execute the process in. Override the default one set in the SDK config.
             folder_path (Optional[str]): The path of the folder to execute the process in. Override the default one set in the SDK config.
+            parent_operation_id (Optional[str]): The parent operation ID for BTS tracking correlation.
 
         Returns:
             Job: The job execution details.
@@ -164,6 +167,7 @@ async def main():
             folder_key=folder_key,
             folder_path=folder_path,
             parent_span_id=kwargs.get("parent_span_id"),
+            parent_operation_id=parent_operation_id,
         )
 
         response = await self.request_async(
@@ -308,10 +312,14 @@ def _invoke_spec(
         folder_key: Optional[str] = None,
         folder_path: Optional[str] = None,
         parent_span_id: Optional[str] = None,
+        parent_operation_id: Optional[str] = None,
     ) -> RequestSpec:
         payload: Dict[str, Any] = {"ReleaseName": name, **(input_data or {})}
         self._add_tracing(payload, UiPathConfig.trace_id, parent_span_id)
 
+        if parent_operation_id:
+            payload["ParentOperationId"] = parent_operation_id
+
         request_spec = RequestSpec(
             method="POST",
             endpoint=Endpoint(
diff --git a/src/uipath/platform/orchestrator/_queues_service.py b/packages/uipath-platform/src/uipath/platform/orchestrator/_queues_service.py
similarity index 97%
rename from src/uipath/platform/orchestrator/_queues_service.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/_queues_service.py
index 9f1aebdb9..57d0a7ca0 100644
--- a/src/uipath/platform/orchestrator/_queues_service.py
+++ b/packages/uipath-platform/src/uipath/platform/orchestrator/_queues_service.py
@@ -1,10 +1,13 @@
 from typing import Any, Dict, List, Union
 
 from httpx import Response
+from uipath.core.tracing import traced
 
-from ..._utils import Endpoint, RequestSpec
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext
+from ..common._models import Endpoint, RequestSpec
 from .queues import (
     CommitType,
     QueueItem,
diff --git a/src/uipath/platform/orchestrator/assets.py b/packages/uipath-platform/src/uipath/platform/orchestrator/assets.py
similarity index 100%
rename from src/uipath/platform/orchestrator/assets.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/assets.py
diff --git a/src/uipath/platform/orchestrator/attachment.py b/packages/uipath-platform/src/uipath/platform/orchestrator/attachment.py
similarity index 100%
rename from src/uipath/platform/orchestrator/attachment.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/attachment.py
diff --git a/src/uipath/platform/orchestrator/buckets.py b/packages/uipath-platform/src/uipath/platform/orchestrator/buckets.py
similarity index 100%
rename from src/uipath/platform/orchestrator/buckets.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/buckets.py
diff --git a/src/uipath/platform/orchestrator/folder.py b/packages/uipath-platform/src/uipath/platform/orchestrator/folder.py
similarity index 100%
rename from src/uipath/platform/orchestrator/folder.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/folder.py
diff --git a/src/uipath/platform/orchestrator/job.py b/packages/uipath-platform/src/uipath/platform/orchestrator/job.py
similarity index 100%
rename from src/uipath/platform/orchestrator/job.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/job.py
diff --git a/src/uipath/platform/orchestrator/mcp.py b/packages/uipath-platform/src/uipath/platform/orchestrator/mcp.py
similarity index 100%
rename from src/uipath/platform/orchestrator/mcp.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/mcp.py
diff --git a/src/uipath/platform/orchestrator/processes.py b/packages/uipath-platform/src/uipath/platform/orchestrator/processes.py
similarity index 100%
rename from src/uipath/platform/orchestrator/processes.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/processes.py
diff --git a/src/uipath/platform/orchestrator/queues.py b/packages/uipath-platform/src/uipath/platform/orchestrator/queues.py
similarity index 100%
rename from src/uipath/platform/orchestrator/queues.py
rename to packages/uipath-platform/src/uipath/platform/orchestrator/queues.py
diff --git a/src/uipath/py.typed b/packages/uipath-platform/src/uipath/platform/py.typed
similarity index 100%
rename from src/uipath/py.typed
rename to packages/uipath-platform/src/uipath/platform/py.typed
diff --git a/src/uipath/platform/resource_catalog/__init__.py b/packages/uipath-platform/src/uipath/platform/resource_catalog/__init__.py
similarity index 100%
rename from src/uipath/platform/resource_catalog/__init__.py
rename to packages/uipath-platform/src/uipath/platform/resource_catalog/__init__.py
diff --git a/src/uipath/platform/resource_catalog/_resource_catalog_service.py b/packages/uipath-platform/src/uipath/platform/resource_catalog/_resource_catalog_service.py
similarity index 98%
rename from src/uipath/platform/resource_catalog/_resource_catalog_service.py
rename to packages/uipath-platform/src/uipath/platform/resource_catalog/_resource_catalog_service.py
index d98695e3c..030d85d01 100644
--- a/src/uipath/platform/resource_catalog/_resource_catalog_service.py
+++ b/packages/uipath-platform/src/uipath/platform/resource_catalog/_resource_catalog_service.py
@@ -1,8 +1,12 @@
 from typing import Any, AsyncIterator, Dict, Iterator, List, Optional
 
-from ..._utils import Endpoint, RequestSpec, header_folder
-from ...tracing import traced
-from ..common import BaseService, FolderContext, UiPathApiConfig, UiPathExecutionContext
+from uipath.core.tracing import traced
+
+from ..common._base_service import BaseService
+from ..common._config import UiPathApiConfig
+from ..common._execution_context import UiPathExecutionContext
+from ..common._folder_context import FolderContext, header_folder
+from ..common._models import Endpoint, RequestSpec
 from ..orchestrator._folder_service import FolderService
 from .resource_catalog import Resource, ResourceType
 
diff --git a/src/uipath/platform/resource_catalog/resource_catalog.py b/packages/uipath-platform/src/uipath/platform/resource_catalog/resource_catalog.py
similarity index 100%
rename from src/uipath/platform/resource_catalog/resource_catalog.py
rename to packages/uipath-platform/src/uipath/platform/resource_catalog/resource_catalog.py
diff --git a/src/uipath/platform/resume_triggers/__init__.py b/packages/uipath-platform/src/uipath/platform/resume_triggers/__init__.py
similarity index 100%
rename from src/uipath/platform/resume_triggers/__init__.py
rename to packages/uipath-platform/src/uipath/platform/resume_triggers/__init__.py
diff --git a/src/uipath/platform/resume_triggers/_enums.py b/packages/uipath-platform/src/uipath/platform/resume_triggers/_enums.py
similarity index 100%
rename from src/uipath/platform/resume_triggers/_enums.py
rename to packages/uipath-platform/src/uipath/platform/resume_triggers/_enums.py
diff --git a/src/uipath/platform/resume_triggers/_protocol.py b/packages/uipath-platform/src/uipath/platform/resume_triggers/_protocol.py
similarity index 96%
rename from src/uipath/platform/resume_triggers/_protocol.py
rename to packages/uipath-platform/src/uipath/platform/resume_triggers/_protocol.py
index c8b85ffa4..8a8544ccc 100644
--- a/src/uipath/platform/resume_triggers/_protocol.py
+++ b/packages/uipath-platform/src/uipath/platform/resume_triggers/_protocol.py
@@ -10,39 +10,39 @@
     UiPathFaultedTriggerError,
     UiPathPendingTriggerError,
 )
-from uipath.runtime import (
+from uipath.core.serialization import serialize_object
+from uipath.core.triggers import (
     UiPathApiTrigger,
     UiPathResumeTrigger,
     UiPathResumeTriggerName,
     UiPathResumeTriggerType,
 )
 
-from uipath._cli._utils._common import serialize_object
 from uipath.platform import UiPath
 from uipath.platform.action_center import Task
 from uipath.platform.action_center.tasks import TaskStatus
-from uipath.platform.common import (
+from uipath.platform.common._config import UiPathConfig
+from uipath.platform.common.interrupt_models import (
     CreateBatchTransform,
     CreateDeepRag,
+    CreateEphemeralIndex,
     CreateEscalation,
     CreateTask,
     DocumentExtraction,
     DocumentExtractionValidation,
     InvokeProcess,
-    UiPathConfig,
+    InvokeProcessRaw,
+    InvokeSystemAgent,
     WaitBatchTransform,
     WaitDeepRag,
     WaitDocumentExtraction,
     WaitDocumentExtractionValidation,
+    WaitEphemeralIndex,
     WaitEscalation,
     WaitJob,
-    WaitTask,
-)
-from uipath.platform.common.interrupt_models import (
-    CreateEphemeralIndex,
-    InvokeSystemAgent,
-    WaitEphemeralIndex,
+    WaitJobRaw,
     WaitSystemAgent,
+    WaitTask,
 )
 from uipath.platform.context_grounding import DeepRagStatus, IndexStatus
 from uipath.platform.context_grounding.context_grounding_index import (
@@ -135,7 +135,10 @@ async def read_trigger(self, trigger: UiPathResumeTrigger) -> Any | None:
                     pending_status = TaskStatus.PENDING.value
                     unassigned_status = TaskStatus.UNASSIGNED.value
 
-                    if task.status in (pending_status, unassigned_status):
+                    if (
+                        task.status in (pending_status, unassigned_status)
+                        and not task.is_deleted
+                    ):
                         # 2.3.0 remove (task.status will already be the enum)
                         current_status = (
                             TaskStatus(task.status).name
@@ -150,6 +153,14 @@ async def read_trigger(self, trigger: UiPathResumeTrigger) -> Any | None:
                     if trigger.trigger_name == UiPathResumeTriggerName.ESCALATION:
                         return task
 
+                    # if task is deleted, raise error only for Task models
+                    # for escalations we return the task object to allow graceful handling down the stream
+                    if task.is_deleted:
+                        raise UiPathFaultedTriggerError(
+                            ErrorCategory.USER,
+                            f"The {task.title} task was deleted",
+                        )
+
                     trigger_response = task.data
                     if not bool(trigger_response):
                         # 2.3.0 change to task.status.name
@@ -169,6 +180,7 @@ async def read_trigger(self, trigger: UiPathResumeTrigger) -> Any | None:
                         folder_path=trigger.folder_path,
                         process_name=self._extract_field("name", trigger.payload),
                     )
+
                     job_state = (job.state or "").lower()
                     successful_state = JobState.SUCCESSFUL.value
                     faulted_state = JobState.FAULTED.value
@@ -188,6 +200,9 @@ async def read_trigger(self, trigger: UiPathResumeTrigger) -> Any | None:
                             f"Job is not finished yet. Current state: {job_state}",
                         )
 
+                    if trigger.trigger_name == UiPathResumeTriggerName.JOB_RAW:
+                        return job
+
                     if job_state != successful_state:
                         job_error = (
                             _try_convert_to_json_format(str(job.job_error or job.info))
@@ -486,7 +501,15 @@ def _determine_trigger_type(self, value: Any) -> UiPathResumeTriggerType:
         if isinstance(value, (CreateTask, WaitTask, CreateEscalation, WaitEscalation)):
             return UiPathResumeTriggerType.TASK
         if isinstance(
-            value, (InvokeProcess, WaitJob, InvokeSystemAgent, WaitSystemAgent)
+            value,
+            (
+                InvokeProcess,
+                InvokeProcessRaw,
+                WaitJob,
+                WaitJobRaw,
+                InvokeSystemAgent,
+                WaitSystemAgent,
+            ),
         ):
             return UiPathResumeTriggerType.JOB
         if isinstance(value, (CreateDeepRag, WaitDeepRag)):
@@ -517,6 +540,8 @@ def _determine_trigger_name(self, value: Any) -> UiPathResumeTriggerName:
             return UiPathResumeTriggerName.ESCALATION
         if isinstance(value, (CreateTask, WaitTask)):
             return UiPathResumeTriggerName.TASK
+        if isinstance(value, (InvokeProcessRaw, WaitJobRaw)):
+            return UiPathResumeTriggerName.JOB_RAW
         if isinstance(
             value, (InvokeProcess, WaitJob, InvokeSystemAgent, WaitSystemAgent)
         ):
diff --git a/tests/sdk/services/conftest.py b/packages/uipath-platform/tests/services/conftest.py
similarity index 69%
rename from tests/sdk/services/conftest.py
rename to packages/uipath-platform/tests/services/conftest.py
index 10b502bc3..2d12e5556 100644
--- a/tests/sdk/services/conftest.py
+++ b/packages/uipath-platform/tests/services/conftest.py
@@ -54,3 +54,17 @@ def jobs_service(config, execution_context):
     from uipath.platform.orchestrator import JobsService
 
     return JobsService(config, execution_context)
+
+
+@pytest.fixture
+def mock_env_vars(monkeypatch: pytest.MonkeyPatch) -> dict[str, str]:
+    """Fixture to provide mock environment variables and set them in os.environ."""
+    env_vars = {
+        "UIPATH_URL": "https://cloud.uipath.com/organization/tenant",
+        "UIPATH_TENANT_ID": "e150b32b-8815-4560-8243-055ffc9b7523",
+        "UIPATH_ORGANIZATION_ID": "62d19041-d1aa-454d-958d-1375329845dc",
+        "UIPATH_ACCESS_TOKEN": "mock_token",
+    }
+    for key, value in env_vars.items():
+        monkeypatch.setenv(key, value)
+    return env_vars
diff --git a/tests/sdk/services/test_actions_service.py b/packages/uipath-platform/tests/services/test_actions_service.py
similarity index 98%
rename from tests/sdk/services/test_actions_service.py
rename to packages/uipath-platform/tests/services/test_actions_service.py
index f1592be8e..d0eda5a73 100644
--- a/tests/sdk/services/test_actions_service.py
+++ b/packages/uipath-platform/tests/services/test_actions_service.py
@@ -1,10 +1,10 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
 from uipath.platform.action_center import Task
 from uipath.platform.action_center._tasks_service import TasksService
+from uipath.platform.common.constants import HEADER_USER_AGENT
 
 
 @pytest.fixture
diff --git a/tests/sdk/services/test_api_client.py b/packages/uipath-platform/tests/services/test_api_client.py
similarity index 97%
rename from tests/sdk/services/test_api_client.py
rename to packages/uipath-platform/tests/services/test_api_client.py
index e07bfbb87..eac74fa3c 100644
--- a/tests/sdk/services/test_api_client.py
+++ b/packages/uipath-platform/tests/services/test_api_client.py
@@ -1,9 +1,9 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
 from uipath.platform.common._api_client import ApiClient
+from uipath.platform.common.constants import HEADER_USER_AGENT
 
 
 @pytest.fixture
diff --git a/tests/sdk/services/test_assets_service.py b/packages/uipath-platform/tests/services/test_assets_service.py
similarity index 99%
rename from tests/sdk/services/test_assets_service.py
rename to packages/uipath-platform/tests/services/test_assets_service.py
index 2a9a0c659..6e83c3b9d 100644
--- a/tests/sdk/services/test_assets_service.py
+++ b/packages/uipath-platform/tests/services/test_assets_service.py
@@ -3,8 +3,8 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT
 from uipath.platform.common.paging import PagedResult
 from uipath.platform.orchestrator import Asset, UserAsset
 from uipath.platform.orchestrator._assets_service import AssetsService
diff --git a/tests/sdk/services/test_attachments_service.py b/packages/uipath-platform/tests/services/test_attachments_service.py
similarity index 99%
rename from tests/sdk/services/test_attachments_service.py
rename to packages/uipath-platform/tests/services/test_attachments_service.py
index 088f82b28..dfde1a304 100644
--- a/tests/sdk/services/test_attachments_service.py
+++ b/packages/uipath-platform/tests/services/test_attachments_service.py
@@ -7,10 +7,10 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT, TEMP_ATTACHMENTS_FOLDER
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
 from uipath.platform.attachments import Attachment
 from uipath.platform.attachments.attachments import AttachmentMode
+from uipath.platform.common.constants import HEADER_USER_AGENT, TEMP_ATTACHMENTS_FOLDER
 from uipath.platform.orchestrator._attachments_service import AttachmentsService
 
 if TYPE_CHECKING:
diff --git a/packages/uipath-platform/tests/services/test_base_service.py b/packages/uipath-platform/tests/services/test_base_service.py
new file mode 100644
index 000000000..bfe78fd18
--- /dev/null
+++ b/packages/uipath-platform/tests/services/test_base_service.py
@@ -0,0 +1,383 @@
+import pytest
+from pytest_httpx import HTTPXMock
+
+from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common._base_service import BaseService
+from uipath.platform.common.constants import HEADER_USER_AGENT
+from uipath.platform.errors import EnrichedException
+
+
+@pytest.fixture
+def service(
+    config: UiPathApiConfig, execution_context: UiPathExecutionContext
+) -> BaseService:
+    return BaseService(config=config, execution_context=execution_context)
+
+
+class TestBaseService:
+    def test_init_base_service(self, service: BaseService):
+        assert service is not None
+
+    def test_base_service_default_headers(self, service: BaseService, secret: str):
+        assert service.default_headers == {
+            "Accept": "application/json",
+            "Authorization": f"Bearer {secret}",
+        }
+
+    class TestRequest:
+        def test_simple_request(
+            self,
+            httpx_mock: HTTPXMock,
+            service: BaseService,
+            base_url: str,
+            org: str,
+            tenant: str,
+            version: str,
+            secret: str,
+        ):
+            endpoint = "/endpoint"
+
+            httpx_mock.add_response(
+                url=f"{base_url}{org}{tenant}{endpoint}",
+                status_code=200,
+                json={"test": "test"},
+            )
+
+            response = service.request("GET", endpoint)
+
+            sent_request = httpx_mock.get_request()
+            if sent_request is None:
+                raise Exception("No request was sent")
+
+            assert sent_request.method == "GET"
+            assert sent_request.url == f"{base_url}{org}{tenant}{endpoint}"
+
+            assert HEADER_USER_AGENT in sent_request.headers
+            assert (
+                sent_request.headers[HEADER_USER_AGENT]
+                == f"UiPath.Python.Sdk/UiPath.Python.Sdk.Activities.TestRequest.test_simple_request/{version}"
+            )
+            assert sent_request.headers["Authorization"] == f"Bearer {secret}"
+
+            assert response is not None
+            assert response.status_code == 200
+            assert response.json() == {"test": "test"}
+
+    class TestRequestAsync:
+        @pytest.mark.anyio
+        async def test_simple_request_async(
+            self,
+            httpx_mock: HTTPXMock,
+            service: BaseService,
+            base_url: str,
+            org: str,
+            tenant: str,
+            version: str,
+            secret: str,
+        ):
+            endpoint = "/endpoint"
+            httpx_mock.add_response(
+                url=f"{base_url}{org}{tenant}{endpoint}",
+                status_code=200,
+                json={"test": "test"},
+            )
+
+            response = await service.request_async("GET", endpoint)
+
+            sent_request = httpx_mock.get_request()
+            if sent_request is None:
+                raise Exception("No request was sent")
+
+            assert sent_request.method == "GET"
+            assert sent_request.url == f"{base_url}{org}{tenant}{endpoint}"
+
+            assert HEADER_USER_AGENT in sent_request.headers
+            assert (
+                sent_request.headers[HEADER_USER_AGENT]
+                == f"UiPath.Python.Sdk/UiPath.Python.Sdk.Activities.TestRequestAsync.test_simple_request_async/{version}"
+            )
+            assert sent_request.headers["Authorization"] == f"Bearer {secret}"
+
+            assert response is not None
+            assert response.status_code == 200
+            assert response.json() == {"test": "test"}
+
+
+class TestRetryBehavior:
+    """Integration tests for retry behavior in BaseService."""
+
+    def _url(self, base_url: str, org: str, tenant: str) -> str:
+        return f"{base_url}{org}{tenant}/endpoint"
+
+    def test_429_with_retry_after_retried(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=429, headers={"retry-after": "0"})
+        httpx_mock.add_response(url=url, status_code=200, json={"ok": True})
+
+        response = service.request("GET", "/endpoint")
+        assert response.status_code == 200
+        assert len(httpx_mock.get_requests()) == 2
+
+    def test_503_retried(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=503)
+        httpx_mock.add_response(url=url, status_code=200, json={"ok": True})
+
+        response = service.request("GET", "/endpoint")
+        assert response.status_code == 200
+        assert len(httpx_mock.get_requests()) == 2
+
+    def test_400_not_retried(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=400)
+
+        with pytest.raises(EnrichedException) as exc_info:
+            service.request("GET", "/endpoint")
+        assert exc_info.value.status_code == 400
+        assert len(httpx_mock.get_requests()) == 1
+
+    def test_404_not_retried(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=404)
+
+        with pytest.raises(EnrichedException) as exc_info:
+            service.request("GET", "/endpoint")
+        assert exc_info.value.status_code == 404
+        assert len(httpx_mock.get_requests()) == 1
+
+    def test_500_not_retried(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=500)
+
+        with pytest.raises(EnrichedException) as exc_info:
+            service.request("GET", "/endpoint")
+        assert exc_info.value.status_code == 500
+        assert len(httpx_mock.get_requests()) == 1
+
+    def test_max_retries_exhausted(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        for _ in range(5):
+            httpx_mock.add_response(
+                url=url, status_code=429, headers={"retry-after": "0"}
+            )
+
+        with pytest.raises(EnrichedException) as exc_info:
+            service.request("GET", "/endpoint")
+        assert exc_info.value.status_code == 429
+        assert len(httpx_mock.get_requests()) == 5
+
+    def test_502_retried(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=502)
+        httpx_mock.add_response(url=url, status_code=200, json={"ok": True})
+
+        response = service.request("GET", "/endpoint")
+        assert response.status_code == 200
+        assert len(httpx_mock.get_requests()) == 2
+
+    @pytest.mark.anyio
+    async def test_429_retried_async(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=429, headers={"retry-after": "0"})
+        httpx_mock.add_response(url=url, status_code=200, json={"ok": True})
+
+        response = await service.request_async("GET", "/endpoint")
+        assert response.status_code == 200
+        assert len(httpx_mock.get_requests()) == 2
+
+    @pytest.mark.anyio
+    async def test_503_retried_async(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=503)
+        httpx_mock.add_response(url=url, status_code=200, json={"ok": True})
+
+        response = await service.request_async("GET", "/endpoint")
+        assert response.status_code == 200
+        assert len(httpx_mock.get_requests()) == 2
+
+    @pytest.mark.anyio
+    async def test_400_not_retried_async(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        httpx_mock.add_response(url=url, status_code=400)
+
+        with pytest.raises(EnrichedException) as exc_info:
+            await service.request_async("GET", "/endpoint")
+        assert exc_info.value.status_code == 400
+        assert len(httpx_mock.get_requests()) == 1
+
+    @pytest.mark.anyio
+    async def test_max_retries_exhausted_async(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+    ):
+        url = self._url(base_url, org, tenant)
+        for _ in range(5):
+            httpx_mock.add_response(
+                url=url, status_code=429, headers={"retry-after": "0"}
+            )
+
+        with pytest.raises(EnrichedException) as exc_info:
+            await service.request_async("GET", "/endpoint")
+        assert exc_info.value.status_code == 429
+        assert len(httpx_mock.get_requests()) == 5
+
+
+class TestServiceUrlOverride:
+    def test_request_uses_override_url(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        monkeypatch: pytest.MonkeyPatch,
+        version: str,
+    ) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200")
+        monkeypatch.setenv("UIPATH_TENANT_ID", "tenant-123")
+        monkeypatch.setenv("UIPATH_ORGANIZATION_ID", "org-456")
+
+        httpx_mock.add_response(
+            url="http://localhost:5200/llm/api/chat/completions",
+            status_code=200,
+            json={"result": "ok"},
+        )
+
+        response = service.request("POST", "/agenthub_/llm/api/chat/completions")
+
+        sent_request = httpx_mock.get_request()
+        assert sent_request is not None
+        assert str(sent_request.url) == "http://localhost:5200/llm/api/chat/completions"
+        assert sent_request.headers["X-UiPath-Internal-TenantId"] == "tenant-123"
+        assert sent_request.headers["X-UiPath-Internal-AccountId"] == "org-456"
+        assert response.status_code == 200
+
+    def test_request_no_override_uses_normal_scoping(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        base_url: str,
+        org: str,
+        tenant: str,
+        version: str,
+        monkeypatch: pytest.MonkeyPatch,
+    ) -> None:
+        monkeypatch.delenv("UIPATH_SERVICE_URL_ORCHESTRATOR", raising=False)
+
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/orchestrator_/odata/Buckets",
+            status_code=200,
+            json={"value": []},
+        )
+
+        response = service.request("GET", "/orchestrator_/odata/Buckets")
+
+        sent_request = httpx_mock.get_request()
+        assert sent_request is not None
+        assert (
+            str(sent_request.url)
+            == f"{base_url}{org}{tenant}/orchestrator_/odata/Buckets"
+        )
+        assert response.status_code == 200
+
+
+class TestServiceUrlOverrideAsync:
+    @pytest.mark.anyio
+    async def test_request_async_uses_override_url(
+        self,
+        httpx_mock: HTTPXMock,
+        service: BaseService,
+        monkeypatch: pytest.MonkeyPatch,
+        version: str,
+    ) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200")
+        monkeypatch.setenv("UIPATH_TENANT_ID", "tenant-123")
+        monkeypatch.setenv("UIPATH_ORGANIZATION_ID", "org-456")
+
+        httpx_mock.add_response(
+            url="http://localhost:5200/llm/api/chat/completions",
+            status_code=200,
+            json={"result": "ok"},
+        )
+
+        response = await service.request_async(
+            "POST", "/agenthub_/llm/api/chat/completions"
+        )
+
+        sent_request = httpx_mock.get_request()
+        assert sent_request is not None
+        assert str(sent_request.url) == "http://localhost:5200/llm/api/chat/completions"
+        assert sent_request.headers["X-UiPath-Internal-TenantId"] == "tenant-123"
+        assert sent_request.headers["X-UiPath-Internal-AccountId"] == "org-456"
+        assert response.status_code == 200
diff --git a/tests/sdk/services/test_buckets_service.py b/packages/uipath-platform/tests/services/test_buckets_service.py
similarity index 100%
rename from tests/sdk/services/test_buckets_service.py
rename to packages/uipath-platform/tests/services/test_buckets_service.py
diff --git a/tests/sdk/services/test_connections_service.py b/packages/uipath-platform/tests/services/test_connections_service.py
similarity index 84%
rename from tests/sdk/services/test_connections_service.py
rename to packages/uipath-platform/tests/services/test_connections_service.py
index d75f0643f..79f8e043d 100644
--- a/tests/sdk/services/test_connections_service.py
+++ b/packages/uipath-platform/tests/services/test_connections_service.py
@@ -6,8 +6,9 @@
 from pydantic import ValidationError
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_FOLDER_KEY, HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common import jsonschema_to_pydantic
+from uipath.platform.common.constants import HEADER_FOLDER_KEY, HEADER_USER_AGENT
 from uipath.platform.connections import (
     ActivityMetadata,
     ActivityParameterLocationInfo,
@@ -18,7 +19,6 @@
 )
 from uipath.platform.connections._connections_service import ConnectionsService
 from uipath.platform.orchestrator._folder_service import FolderService
-from uipath.utils.dynamic_schema import jsonschema_to_pydantic
 
 
 @pytest.fixture
@@ -1322,6 +1322,11 @@ def test_invoke_activity_with_query_params(
         }
         expected_response = {"results": [], "total": 0}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1334,9 +1339,8 @@ def test_invoke_activity_with_query_params(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         # Check query parameters
         assert sent_request.url.params["query_param"] == "test search query"
@@ -1356,6 +1360,11 @@ def test_invoke_activity_with_header_params(
         }
         expected_response = {"authenticated": True}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1368,9 +1377,8 @@ def test_invoke_activity_with_header_params(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         # Check custom headers
         assert sent_request.headers["custom_header"] == "secret-api-key"
@@ -1389,6 +1397,11 @@ def test_invoke_activity_sets_standard_headers(
         }
         expected_response = {"status": "success"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1401,9 +1414,8 @@ def test_invoke_activity_sets_standard_headers(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         # Check standard headers
         assert sent_request.headers["x-uipath-originator"] == "uipath-python"
@@ -1424,6 +1436,11 @@ def test_invoke_activity_with_body_fields(
         }
         expected_response = {"id": 456, "status": "created"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1436,9 +1453,8 @@ def test_invoke_activity_with_body_fields(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         # Check JSON body
         request_json = json.loads(sent_request.content.decode())
@@ -1462,6 +1478,11 @@ def test_invoke_activity_with_path_parameters(
         }
         expected_response = {"user": "user456", "post": "post789"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1474,9 +1495,8 @@ def test_invoke_activity_with_path_parameters(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         # Verify URL path substitution worked correctly
         assert sent_request.url.path.endswith(
@@ -1497,6 +1517,11 @@ def test_invoke_activity_multipart_request(
         }
         expected_response = {"upload_id": "upload123", "status": "success"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1509,9 +1534,8 @@ def test_invoke_activity_multipart_request(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         assert "multipart/form-data" in sent_request.headers.get("content-type", "")
 
@@ -1531,6 +1555,11 @@ async def test_invoke_activity_async_json_request(
         }
         expected_response = {"result": "async_success", "data": {"id": 456}}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1561,6 +1590,11 @@ def test_invoke_activity_with_none_values_filtered(
         }
         expected_response = {"result": "success"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1573,9 +1607,8 @@ def test_invoke_activity_with_none_values_filtered(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         # custom_header should not be present since it was None
         assert "custom_header" not in sent_request.headers
@@ -1586,6 +1619,7 @@ def test_invoke_activity_with_none_values_filtered(
 
     def test_invoke_activity_unknown_parameter_raises_error(
         self,
+        httpx_mock: HTTPXMock,
         service: ConnectionsService,
         simple_activity_metadata: ActivityMetadata,
     ) -> None:
@@ -1595,6 +1629,12 @@ def test_invoke_activity_unknown_parameter_raises_error(
             "unknown_param": "value",  # This parameter doesn't exist in metadata
         }
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
+
         with pytest.raises(
             ValueError,
             match="Parameter unknown_param does not exist in activity metadata",
@@ -1607,6 +1647,7 @@ def test_invoke_activity_unknown_parameter_raises_error(
 
     def test_invoke_activity_unsupported_content_type_raises_error(
         self,
+        httpx_mock: HTTPXMock,
         service: ConnectionsService,
     ) -> None:
         """Test that unsupported content types raise a ValueError."""
@@ -1626,6 +1667,12 @@ def test_invoke_activity_unsupported_content_type_raises_error(
         connection_id = "test-connection-123"
         activity_input = {"xml_data": "<test>data</test>"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
+
         with pytest.raises(
             ValueError, match="Unsupported content type: application/xml"
         ):
@@ -1639,6 +1686,9 @@ def test_invoke_activity_empty_input(
         self,
         httpx_mock: HTTPXMock,
         service: ConnectionsService,
+        base_url: str,
+        org: str,
+        tenant: str,
     ) -> None:
         """Test invoking with empty input."""
         activity_metadata = ActivityMetadata(
@@ -1657,6 +1707,12 @@ def test_invoke_activity_empty_input(
         connection_id = "test-connection-123"
         expected_response = {"status": "pong"}
 
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/connections_/api/v1/Connections/{connection_id}",
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="GET",
             status_code=200,
@@ -1686,6 +1742,11 @@ def test_invoke_activity_multipart_custom_json_body_section(
         }
         expected_response = {"result": "summary text"}
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(
             method="POST",
             status_code=200,
@@ -1698,9 +1759,8 @@ def test_invoke_activity_multipart_custom_json_body_section(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         assert "multipart/form-data" in sent_request.headers.get("content-type", "")
 
@@ -1747,6 +1807,11 @@ def test_invoke_activity_multipart_default_json_body_section(
             "description": "A file",
         }
 
+        httpx_mock.add_response(
+            method="GET",
+            status_code=200,
+            json={"id": connection_id, "name": "Test", "elementInstanceId": 1},
+        )
         httpx_mock.add_response(method="POST", status_code=200, json={"ok": True})
 
         _ = service.invoke_activity(
@@ -1755,9 +1820,8 @@ def test_invoke_activity_multipart_default_json_body_section(
             activity_input=activity_input,
         )
 
-        sent_request = httpx_mock.get_request()
-        if sent_request is None:
-            raise Exception("No request was sent")
+        requests = httpx_mock.get_requests()
+        sent_request = requests[1]
 
         content_type = sent_request.headers["content-type"]
         boundary = content_type.split("boundary=")[1]
@@ -1773,3 +1837,235 @@ def test_invoke_activity_multipart_default_json_body_section(
         # Should default to "body" when json_body_section is None
         assert "body" in part_names
         assert "file_param" in part_names
+
+    def test_invoke_activity_retrieves_connection_and_sends_folder_key(
+        self,
+        httpx_mock: HTTPXMock,
+        service: ConnectionsService,
+        base_url: str,
+        org: str,
+        tenant: str,
+        simple_activity_metadata: ActivityMetadata,
+    ) -> None:
+        """Test that invoke_activity retrieves the connection and sends its folder key."""
+        connection_id = "test-connection-123"
+        folder_key = "d6f5c54a-e2b2-4083-be93-623aa670ed40"
+
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/connections_/api/v1/Connections/{connection_id}",
+            method="GET",
+            status_code=200,
+            json={
+                "id": connection_id,
+                "name": "Test Connection",
+                "elementInstanceId": 123,
+                "folder": {"key": folder_key},
+            },
+        )
+
+        expected_response = {"status": "success"}
+        httpx_mock.add_response(
+            method="POST",
+            status_code=200,
+            json=expected_response,
+        )
+
+        result = service.invoke_activity(
+            activity_metadata=simple_activity_metadata,
+            connection_id=connection_id,
+            activity_input={"body_field1": "test value"},
+        )
+
+        requests = httpx_mock.get_requests()
+        assert len(requests) == 2
+
+        retrieve_request = requests[0]
+        assert retrieve_request.method == "GET"
+        assert f"/Connections/{connection_id}" in str(retrieve_request.url)
+
+        activity_request = requests[1]
+        assert activity_request.headers[HEADER_FOLDER_KEY] == folder_key
+        assert result == expected_response
+
+    @pytest.mark.asyncio
+    async def test_invoke_activity_async_retrieves_connection_and_sends_folder_key(
+        self,
+        httpx_mock: HTTPXMock,
+        service: ConnectionsService,
+        base_url: str,
+        org: str,
+        tenant: str,
+        simple_activity_metadata: ActivityMetadata,
+    ) -> None:
+        """Test that invoke_activity_async retrieves the connection and sends its folder key."""
+        connection_id = "test-connection-123"
+        folder_key = "d6f5c54a-e2b2-4083-be93-623aa670ed40"
+
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/connections_/api/v1/Connections/{connection_id}",
+            method="GET",
+            status_code=200,
+            json={
+                "id": connection_id,
+                "name": "Test Connection",
+                "elementInstanceId": 123,
+                "folder": {"key": folder_key},
+            },
+        )
+
+        expected_response = {"result": "async_success"}
+        httpx_mock.add_response(
+            method="POST",
+            status_code=200,
+            json=expected_response,
+        )
+
+        result = await service.invoke_activity_async(
+            activity_metadata=simple_activity_metadata,
+            connection_id=connection_id,
+            activity_input={"body_field1": "async_value"},
+        )
+
+        requests = httpx_mock.get_requests()
+        assert len(requests) == 2
+
+        retrieve_request = requests[0]
+        assert retrieve_request.method == "GET"
+        assert f"/Connections/{connection_id}" in str(retrieve_request.url)
+
+        activity_request = requests[1]
+        assert activity_request.headers[HEADER_FOLDER_KEY] == folder_key
+        assert result == expected_response
+
+    def test_invoke_activity_omits_folder_header_when_no_folder(
+        self,
+        httpx_mock: HTTPXMock,
+        service: ConnectionsService,
+        base_url: str,
+        org: str,
+        tenant: str,
+        simple_activity_metadata: ActivityMetadata,
+    ) -> None:
+        """Test that folder key header is omitted when connection has no folder."""
+        connection_id = "test-connection-123"
+
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/connections_/api/v1/Connections/{connection_id}",
+            method="GET",
+            status_code=200,
+            json={
+                "id": connection_id,
+                "name": "Test Connection",
+                "elementInstanceId": 123,
+                "folder": None,
+            },
+        )
+
+        httpx_mock.add_response(
+            method="POST",
+            status_code=200,
+            json={"status": "success"},
+        )
+
+        _ = service.invoke_activity(
+            activity_metadata=simple_activity_metadata,
+            connection_id=connection_id,
+            activity_input={"body_field1": "test value"},
+        )
+
+        requests = httpx_mock.get_requests()
+        activity_request = requests[1]
+        assert HEADER_FOLDER_KEY not in activity_request.headers
+
+    def test_invoke_activity_uses_connection_id_from_retrieve_response(
+        self,
+        httpx_mock: HTTPXMock,
+        service: ConnectionsService,
+        base_url: str,
+        org: str,
+        tenant: str,
+        simple_activity_metadata: ActivityMetadata,
+    ) -> None:
+        """Test that the activity URL uses connection.id from the retrieve response."""
+        original_connection_id = "original-key-abc"
+        resolved_connection_id = "resolved-id-456"
+
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/connections_/api/v1/Connections/{original_connection_id}",
+            method="GET",
+            status_code=200,
+            json={
+                "id": resolved_connection_id,
+                "name": "Test Connection",
+                "elementInstanceId": 789,
+                "folder": None,
+            },
+        )
+
+        httpx_mock.add_response(
+            method="POST",
+            status_code=200,
+            json={"status": "success"},
+        )
+
+        _ = service.invoke_activity(
+            activity_metadata=simple_activity_metadata,
+            connection_id=original_connection_id,
+            activity_input={"body_field1": "test value"},
+        )
+
+        requests = httpx_mock.get_requests()
+        activity_request = requests[1]
+        assert f"/element/instances/{resolved_connection_id}/" in str(
+            activity_request.url
+        )
+        assert f"/element/instances/{original_connection_id}/" not in str(
+            activity_request.url
+        )
+
+    @pytest.mark.asyncio
+    async def test_invoke_activity_async_uses_connection_id_from_retrieve_response(
+        self,
+        httpx_mock: HTTPXMock,
+        service: ConnectionsService,
+        base_url: str,
+        org: str,
+        tenant: str,
+        simple_activity_metadata: ActivityMetadata,
+    ) -> None:
+        """Test that the async activity URL uses connection.id from the retrieve response."""
+        original_connection_id = "original-key-abc"
+        resolved_connection_id = "resolved-id-456"
+
+        httpx_mock.add_response(
+            url=f"{base_url}{org}{tenant}/connections_/api/v1/Connections/{original_connection_id}",
+            method="GET",
+            status_code=200,
+            json={
+                "id": resolved_connection_id,
+                "name": "Test Connection",
+                "elementInstanceId": 789,
+                "folder": None,
+            },
+        )
+
+        httpx_mock.add_response(
+            method="POST",
+            status_code=200,
+            json={"status": "success"},
+        )
+
+        _ = await service.invoke_activity_async(
+            activity_metadata=simple_activity_metadata,
+            connection_id=original_connection_id,
+            activity_input={"body_field1": "test value"},
+        )
+
+        requests = httpx_mock.get_requests()
+        activity_request = requests[1]
+        assert f"/element/instances/{resolved_connection_id}/" in str(
+            activity_request.url
+        )
+        assert f"/element/instances/{original_connection_id}/" not in str(
+            activity_request.url
+        )
diff --git a/tests/sdk/services/test_context_grounding_service.py b/packages/uipath-platform/tests/services/test_context_grounding_service.py
similarity index 98%
rename from tests/sdk/services/test_context_grounding_service.py
rename to packages/uipath-platform/tests/services/test_context_grounding_service.py
index 2e78c20ea..16560e315 100644
--- a/tests/sdk/services/test_context_grounding_service.py
+++ b/packages/uipath-platform/tests/services/test_context_grounding_service.py
@@ -5,8 +5,8 @@
 from pydantic import ValidationError
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT, LLMV3Mini_REQUEST
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT
 from uipath.platform.context_grounding import (
     BatchTransformCreationResponse,
     BatchTransformOutputColumn,
@@ -400,7 +400,7 @@ def test_create_index_bucket(
             name="test-bucket-index",
             description="Test bucket index",
             source=source,
-            advanced_ingestion=True,
+            extraction_strategy="LLMV4",
         )
 
         assert isinstance(index, ContextGroundingIndex)
@@ -432,10 +432,7 @@ def test_create_index_bucket(
         assert request_data["dataSource"]["folder"] == "/test/folder"
         assert request_data["dataSource"]["directoryPath"] == "/"
         assert request_data["dataSource"]["fileNameGlob"] == "**/*.pdf"
-        assert (
-            request_data["preProcessing"]["@odata.type"]
-            == "#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest"
-        )
+        assert request_data["extractionStrategy"] == "LLMV4"
 
     def test_create_index_google_drive(
         self,
@@ -549,9 +546,7 @@ def test_create_index_dropbox(
             folder_path="/test/folder",
         )
 
-        index = service.create_index(
-            name="test-dropbox-index", source=source, advanced_ingestion=False
-        )
+        index = service.create_index(name="test-dropbox-index", source=source)
 
         assert isinstance(index, ContextGroundingIndex)
         assert index.id == "dropbox-index-id"
@@ -569,6 +564,7 @@ def test_create_index_dropbox(
         assert request_data["dataSource"]["directoryPath"] == "/company-files"
         assert request_data["dataSource"]["fileNameGlob"] == "**/*"
         assert "preProcessing" not in request_data
+        assert "extractionStrategy" not in request_data
 
     def test_create_index_onedrive(
         self,
@@ -765,7 +761,7 @@ def test_create_index_missing_google_drive_fields(
                 folder_path="/test/folder",
             )
 
-    def test_create_index_custom_preprocessing(
+    def test_create_index_with_extraction_strategy(
         self,
         httpx_mock: HTTPXMock,
         service: ContextGroundingService,
@@ -790,9 +786,12 @@ def test_create_index_custom_preprocessing(
             url=f"{base_url}{org}{tenant}/ecs_/v2/indexes/create",
             status_code=200,
             json={
-                "id": "custom-prep-index-id",
-                "name": "test-custom-prep-index",
+                "id": "custom-strategy-index-id",
+                "name": "test-custom-strategy-index",
                 "lastIngestionStatus": "Queued",
+                "extractionStrategy": "NativeV1",
+                "embeddingsEnabled": True,
+                "isEncrypted": True,
             },
         )
 
@@ -802,18 +801,25 @@ def test_create_index_custom_preprocessing(
         )
 
         index = service.create_index(
-            name="test-custom-prep-index",
+            name="test-custom-strategy-index",
             source=source,
-            preprocessing_request=LLMV3Mini_REQUEST,
+            extraction_strategy="NativeV1",
+            embeddings_enabled=True,
+            is_encrypted=True,
         )
 
         assert isinstance(index, ContextGroundingIndex)
+        assert index.extraction_strategy == "NativeV1"
+        assert index.embeddings_enabled is True
+        assert index.is_encrypted is True
 
         sent_requests = httpx_mock.get_requests()
         create_request = sent_requests[1]
 
         request_data = json.loads(create_request.content)
-        assert request_data["preProcessing"]["@odata.type"] == LLMV3Mini_REQUEST
+        assert request_data["extractionStrategy"] == "NativeV1"
+        assert request_data["embeddingsEnabled"] is True
+        assert request_data["isEncrypted"] is True
 
     def test_all_requests_pass_spec_parameters(
         self,
diff --git a/tests/sdk/services/test_conversations_service.py b/packages/uipath-platform/tests/services/test_conversations_service.py
similarity index 99%
rename from tests/sdk/services/test_conversations_service.py
rename to packages/uipath-platform/tests/services/test_conversations_service.py
index eaf2cfc28..31aa4a653 100644
--- a/tests/sdk/services/test_conversations_service.py
+++ b/packages/uipath-platform/tests/services/test_conversations_service.py
@@ -89,6 +89,7 @@ async def test_retrieve_message_with_content_parts(
                             "contentPartId": "cp-1",
                             "mimeType": "text/plain",
                             "data": {"inline": "Hello, world!"},
+                            "citations": [],
                             "createdAt": "2024-01-01T00:00:00Z",
                             "updatedAt": "2024-01-01T00:00:00Z",
                         }
diff --git a/tests/sdk/services/test_documents_service.py b/packages/uipath-platform/tests/services/test_documents_service.py
similarity index 100%
rename from tests/sdk/services/test_documents_service.py
rename to packages/uipath-platform/tests/services/test_documents_service.py
diff --git a/tests/sdk/services/test_entities_service.py b/packages/uipath-platform/tests/services/test_entities_service.py
similarity index 67%
rename from tests/sdk/services/test_entities_service.py
rename to packages/uipath-platform/tests/services/test_entities_service.py
index 4c6c85882..feb80a161 100644
--- a/tests/sdk/services/test_entities_service.py
+++ b/packages/uipath-platform/tests/services/test_entities_service.py
@@ -1,6 +1,8 @@
 import uuid
 from dataclasses import make_dataclass
 from typing import Optional
+import re
+from unittest.mock import AsyncMock, MagicMock
 
 import pytest
 from pytest_httpx import HTTPXMock
@@ -260,3 +262,111 @@ def test_retrieve_records_with_optional_fields(
                     start=0,
                     limit=1,
                 )
+
+    @pytest.mark.parametrize(
+        "sql_query",
+        [
+            "SELECT id FROM Customers WHERE id = 1",
+            "SELECT id, name FROM Customers LIMIT 10",
+            "SELECT * FROM Customers WHERE status = 'Active'",
+            "SELECT id, name, email, phone FROM Customers LIMIT 5",
+            "SELECT DISTINCT id FROM Customers WHERE id > 100",
+        ],
+    )
+    def test_validate_sql_query_allows_supported_select_queries(
+        self,
+        sql_query: str, service: EntitiesService
+    ) -> None:
+        service._validate_sql_query(sql_query)
+
+
+    @pytest.mark.parametrize(
+        "sql_query,error_message",
+        [
+            ("", "SQL query cannot be empty."),
+            ("   ", "SQL query cannot be empty."),
+            ("SELECT id FROM Customers; SELECT id FROM Orders", "Only a single SELECT statement is allowed."),
+            ("INSERT INTO Customers VALUES (1)", "Only SELECT statements are allowed."),
+            (
+                "WITH cte AS (SELECT id FROM Customers) SELECT id FROM cte",
+                "SQL construct 'WITH' is not allowed in entity queries.",
+            ),
+            ("SELECT id FROM Customers UNION SELECT id FROM Orders", "SQL construct 'UNION' is not allowed in entity queries."),
+            ("SELECT id, SUM(amount) OVER (PARTITION BY id) FROM Orders LIMIT 10", "SQL construct 'OVER' is not allowed in entity queries."),
+            ("SELECT id FROM (SELECT id FROM Customers) c", "Subqueries are not allowed."),
+            ("SELECT id FROM Customers", "Queries without WHERE must include a LIMIT clause."),
+            ("SELECT * FROM Customers LIMIT 10", "SELECT * without filtering is not allowed."),
+            (
+                "SELECT id, name, email, phone, address FROM Customers LIMIT 10",
+                "Selecting more than 4 columns without filtering is not allowed.",
+            ),
+        ],
+    )
+    def test_validate_sql_query_rejects_disallowed_queries(
+        self,
+        sql_query: str, error_message: str, service: EntitiesService
+    ) -> None:
+        with pytest.raises(ValueError, match=re.escape(error_message)):
+            service._validate_sql_query(sql_query)
+
+
+    def test_query_multiple_entities_rejects_invalid_sql_before_network_call(
+        self,
+        service: EntitiesService,
+    ) -> None:
+        service.request = MagicMock()  # type: ignore[method-assign]
+
+        with pytest.raises(
+            ValueError, match=re.escape("Only SELECT statements are allowed.")
+        ):
+            service.query_multiple_entities("UPDATE Customers SET name = 'X'")
+
+        service.request.assert_not_called()  # type: ignore[attr-defined]
+
+
+    def test_query_multiple_entities_calls_request_for_valid_sql(
+        self,
+        service: EntitiesService,
+    ) -> None:
+        response = MagicMock()
+        response.json.return_value = {"results": [{"id": 1}, {"id": 2}]}
+
+        service.request = MagicMock(return_value=response)  # type: ignore[method-assign]
+
+        result = service.query_multiple_entities("SELECT id FROM Customers WHERE id > 0")
+
+        assert result == [{"id": 1}, {"id": 2}]
+        service.request.assert_called_once()  # type: ignore[attr-defined]
+
+
+    @pytest.mark.anyio
+    async def test_query_multiple_entities_async_rejects_invalid_sql_before_network_call(
+        self,
+        service: EntitiesService,
+    ) -> None:
+        service.request_async = AsyncMock()  # type: ignore[method-assign]
+
+        with pytest.raises(ValueError, match=re.escape("Subqueries are not allowed.")):
+            await service.query_multiple_entities_async(
+                "SELECT id FROM Customers WHERE id IN (SELECT id FROM Orders)"
+            )
+
+        service.request_async.assert_not_called()  # type: ignore[attr-defined]
+
+
+    @pytest.mark.anyio
+    async def test_query_multiple_entities_async_calls_request_for_valid_sql(
+        self,
+        service: EntitiesService,
+    ) -> None:
+        response = MagicMock()
+        response.json.return_value = {"results": [{"id": "c1"}]}
+
+        service.request_async = AsyncMock(return_value=response)  # type: ignore[method-assign]
+
+        result = await service.query_multiple_entities_async(
+            "SELECT id FROM Customers WHERE id = 'c1'"
+        )
+
+        assert result == [{"id": "c1"}]
+        service.request_async.assert_called_once()  # type: ignore[attr-defined]
diff --git a/tests/sdk/services/test_external_application_service.py b/packages/uipath-platform/tests/services/test_external_application_service.py
similarity index 100%
rename from tests/sdk/services/test_external_application_service.py
rename to packages/uipath-platform/tests/services/test_external_application_service.py
diff --git a/tests/sdk/services/test_folder_service.py b/packages/uipath-platform/tests/services/test_folder_service.py
similarity index 99%
rename from tests/sdk/services/test_folder_service.py
rename to packages/uipath-platform/tests/services/test_folder_service.py
index 5de441830..ae4b6804f 100644
--- a/tests/sdk/services/test_folder_service.py
+++ b/packages/uipath-platform/tests/services/test_folder_service.py
@@ -1,8 +1,8 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT
 from uipath.platform.errors import FolderNotFoundException
 from uipath.platform.orchestrator._folder_service import FolderService
 
diff --git a/tests/sdk/services/test_guardrails_service.py b/packages/uipath-platform/tests/services/test_guardrails_service.py
similarity index 100%
rename from tests/sdk/services/test_guardrails_service.py
rename to packages/uipath-platform/tests/services/test_guardrails_service.py
diff --git a/tests/cli/test_hitl.py b/packages/uipath-platform/tests/services/test_hitl.py
similarity index 94%
rename from tests/cli/test_hitl.py
rename to packages/uipath-platform/tests/services/test_hitl.py
index 6606fa722..89cb6c4c3 100644
--- a/tests/cli/test_hitl.py
+++ b/packages/uipath-platform/tests/services/test_hitl.py
@@ -5,11 +5,11 @@
 import pytest
 from pytest_httpx import HTTPXMock
 from uipath.core.errors import ErrorCategory, UiPathFaultedTriggerError
-from uipath.runtime import (
+from uipath.core.triggers import (
     UiPathApiTrigger,
     UiPathResumeTrigger,
+    UiPathResumeTriggerName,
     UiPathResumeTriggerType,
-    UiPathRuntimeStatus,
 )
 
 from uipath.platform.action_center import Task
@@ -17,22 +17,20 @@
 from uipath.platform.common import (
     CreateBatchTransform,
     CreateDeepRag,
+    CreateEphemeralIndex,
     CreateTask,
     DocumentExtraction,
+    DocumentExtractionValidation,
     InvokeProcess,
     InvokeSystemAgent,
     WaitBatchTransform,
     WaitDeepRag,
+    WaitDocumentExtractionValidation,
+    WaitEphemeralIndex,
     WaitJob,
     WaitSystemAgent,
     WaitTask,
 )
-from uipath.platform.common.interrupt_models import (
-    CreateEphemeralIndex,
-    DocumentExtractionValidation,
-    WaitDocumentExtractionValidation,
-    WaitEphemeralIndex,
-)
 from uipath.platform.context_grounding import (
     BatchTransformCreationResponse,
     BatchTransformOutputColumn,
@@ -57,6 +55,7 @@
     ValidateExtractionAction,
 )
 from uipath.platform.orchestrator import Job, JobErrorInfo
+from uipath.platform.orchestrator.job import JobState
 from uipath.platform.resume_triggers import (
     PropertyName,
     TriggerMarker,
@@ -149,6 +148,78 @@ async def test_read_task_trigger_empty_response(
                 app_name=None,
             )
 
+    @pytest.mark.anyio
+    async def test_read_task_trigger_deleted_raises_faulted_error(
+        self,
+        setup_test_env: None,
+    ) -> None:
+        """Test that deleted task raises UiPathFaultedTriggerError for TASK trigger."""
+        task_key = "test-task-key"
+
+        mock_task = Task(
+            key=task_key,
+            title="test_task",
+            data={},
+            status=TaskStatus.PENDING.value,
+            is_deleted=True,
+            organization_unit_id=12345,
+        )
+        mock_retrieve_async = AsyncMock(return_value=mock_task)
+
+        with patch(
+            "uipath.platform.action_center._tasks_service.TasksService.retrieve_async",
+            new=mock_retrieve_async,
+        ):
+            resume_trigger = UiPathResumeTrigger(
+                trigger_type=UiPathResumeTriggerType.TASK,
+                trigger_name=UiPathResumeTriggerName.TASK,
+                item_key=task_key,
+                folder_key="test-folder",
+                folder_path="test-path",
+            )
+            reader = UiPathResumeTriggerReader()
+
+            with pytest.raises(UiPathFaultedTriggerError) as exc_info:
+                await reader.read_trigger(resume_trigger)
+
+            assert "was deleted" in str(exc_info.value)
+            assert exc_info.value.category == ErrorCategory.USER
+
+    @pytest.mark.anyio
+    async def test_read_task_trigger_deleted_returns_task_for_escalation(
+        self,
+        setup_test_env: None,
+    ) -> None:
+        """Test that deleted task returns task object for ESCALATION trigger."""
+        task_key = "test-task-key"
+
+        mock_task = Task(
+            key=task_key,
+            title="test_task",
+            data={},
+            status=TaskStatus.PENDING.value,
+            is_deleted=True,
+            organization_unit_id=12345,
+        )
+        mock_retrieve_async = AsyncMock(return_value=mock_task)
+
+        with patch(
+            "uipath.platform.action_center._tasks_service.TasksService.retrieve_async",
+            new=mock_retrieve_async,
+        ):
+            resume_trigger = UiPathResumeTrigger(
+                trigger_type=UiPathResumeTriggerType.TASK,
+                trigger_name=UiPathResumeTriggerName.ESCALATION,
+                item_key=task_key,
+                folder_key="test-folder",
+                folder_path="test-path",
+            )
+            reader = UiPathResumeTriggerReader()
+            result = await reader.read_trigger(resume_trigger)
+
+            assert result is mock_task
+            assert result.is_deleted is True
+
     @pytest.mark.anyio
     async def test_read_job_trigger_successful(
         self,
@@ -162,7 +233,7 @@ async def test_read_job_trigger_successful(
         mock_job = Job(
             id=job_id,
             key=job_key,
-            state=UiPathRuntimeStatus.SUCCESSFUL.value,
+            state=JobState.SUCCESSFUL.value,
             output_arguments=output_args,
             folder_key="d0e09040-5997-44e1-93b7-4087689521b7",
         )
@@ -196,7 +267,7 @@ async def test_read_job_trigger_successful_empty_output(
         """Test reading a successful job trigger with empty output returns job state."""
         job_key = "test-job-key"
         job_id = 1234
-        job_state = UiPathRuntimeStatus.SUCCESSFUL.value
+        job_state = JobState.SUCCESSFUL.value
 
         mock_job = Job(
             id=job_id,
@@ -285,7 +356,7 @@ async def test_read_system_agent_job_trigger_successful(
         mock_job = Job(
             id=job_id,
             key=job_key,
-            state=UiPathRuntimeStatus.SUCCESSFUL.value,
+            state=JobState.SUCCESSFUL.value,
             output_arguments=output_args,
             folder_key="d0e09040-5997-44e1-93b7-4087689521b7",
         )
diff --git a/tests/sdk/services/test_jobs_service.py b/packages/uipath-platform/tests/services/test_jobs_service.py
similarity index 99%
rename from tests/sdk/services/test_jobs_service.py
rename to packages/uipath-platform/tests/services/test_jobs_service.py
index c1254f9db..e0321717e 100644
--- a/tests/sdk/services/test_jobs_service.py
+++ b/packages/uipath-platform/tests/services/test_jobs_service.py
@@ -8,8 +8,8 @@
 from pytest_httpx import HTTPXMock
 from pytest_mock import MockerFixture
 
-from uipath._utils.constants import HEADER_USER_AGENT, TEMP_ATTACHMENTS_FOLDER
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT, TEMP_ATTACHMENTS_FOLDER
 from uipath.platform.orchestrator import Job
 from uipath.platform.orchestrator._jobs_service import JobsService
 
diff --git a/tests/sdk/services/test_jobs_service_bulk_operations.py b/packages/uipath-platform/tests/services/test_jobs_service_bulk_operations.py
similarity index 100%
rename from tests/sdk/services/test_jobs_service_bulk_operations.py
rename to packages/uipath-platform/tests/services/test_jobs_service_bulk_operations.py
diff --git a/tests/sdk/services/test_jobs_service_pagination.py b/packages/uipath-platform/tests/services/test_jobs_service_pagination.py
similarity index 100%
rename from tests/sdk/services/test_jobs_service_pagination.py
rename to packages/uipath-platform/tests/services/test_jobs_service_pagination.py
diff --git a/tests/sdk/services/test_llm_integration.py b/packages/uipath-platform/tests/services/test_llm_integration.py
similarity index 100%
rename from tests/sdk/services/test_llm_integration.py
rename to packages/uipath-platform/tests/services/test_llm_integration.py
diff --git a/tests/sdk/services/test_llm_schema_cleanup.py b/packages/uipath-platform/tests/services/test_llm_schema_cleanup.py
similarity index 100%
rename from tests/sdk/services/test_llm_schema_cleanup.py
rename to packages/uipath-platform/tests/services/test_llm_schema_cleanup.py
diff --git a/tests/sdk/services/test_llm_service.py b/packages/uipath-platform/tests/services/test_llm_service.py
similarity index 100%
rename from tests/sdk/services/test_llm_service.py
rename to packages/uipath-platform/tests/services/test_llm_service.py
diff --git a/tests/sdk/services/test_llm_throttle.py b/packages/uipath-platform/tests/services/test_llm_throttle.py
similarity index 100%
rename from tests/sdk/services/test_llm_throttle.py
rename to packages/uipath-platform/tests/services/test_llm_throttle.py
diff --git a/tests/sdk/services/test_mcp_service.py b/packages/uipath-platform/tests/services/test_mcp_service.py
similarity index 99%
rename from tests/sdk/services/test_mcp_service.py
rename to packages/uipath-platform/tests/services/test_mcp_service.py
index 2ff3ffb64..70d41d2ea 100644
--- a/tests/sdk/services/test_mcp_service.py
+++ b/packages/uipath-platform/tests/services/test_mcp_service.py
@@ -3,8 +3,8 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_FOLDER_KEY, HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_FOLDER_KEY, HEADER_USER_AGENT
 from uipath.platform.orchestrator import McpService
 from uipath.platform.orchestrator._folder_service import FolderService
 from uipath.platform.orchestrator.mcp import McpServer
diff --git a/tests/sdk/services/test_processes_service.py b/packages/uipath-platform/tests/services/test_processes_service.py
similarity index 99%
rename from tests/sdk/services/test_processes_service.py
rename to packages/uipath-platform/tests/services/test_processes_service.py
index 0bb21835c..85b2e3691 100644
--- a/tests/sdk/services/test_processes_service.py
+++ b/packages/uipath-platform/tests/services/test_processes_service.py
@@ -4,8 +4,8 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT
 from uipath.platform.orchestrator import Job
 from uipath.platform.orchestrator._attachments_service import AttachmentsService
 from uipath.platform.orchestrator._processes_service import ProcessesService
diff --git a/tests/sdk/services/test_queues_service.py b/packages/uipath-platform/tests/services/test_queues_service.py
similarity index 99%
rename from tests/sdk/services/test_queues_service.py
rename to packages/uipath-platform/tests/services/test_queues_service.py
index 691ed7ec0..a70c27c59 100644
--- a/tests/sdk/services/test_queues_service.py
+++ b/packages/uipath-platform/tests/services/test_queues_service.py
@@ -3,8 +3,8 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT
 from uipath.platform.orchestrator import (
     CommitType,
     QueueItem,
diff --git a/tests/sdk/services/test_resource_catalog_service.py b/packages/uipath-platform/tests/services/test_resource_catalog_service.py
similarity index 99%
rename from tests/sdk/services/test_resource_catalog_service.py
rename to packages/uipath-platform/tests/services/test_resource_catalog_service.py
index 56e5ae6cd..3db6ee60e 100644
--- a/tests/sdk/services/test_resource_catalog_service.py
+++ b/packages/uipath-platform/tests/services/test_resource_catalog_service.py
@@ -4,8 +4,8 @@
 import pytest
 from pytest_httpx import HTTPXMock
 
-from uipath._utils.constants import HEADER_USER_AGENT
 from uipath.platform import UiPathApiConfig, UiPathExecutionContext
+from uipath.platform.common.constants import HEADER_USER_AGENT
 from uipath.platform.orchestrator._folder_service import FolderService
 from uipath.platform.resource_catalog import ResourceType
 from uipath.platform.resource_catalog._resource_catalog_service import (
diff --git a/packages/uipath-platform/tests/services/test_retry.py b/packages/uipath-platform/tests/services/test_retry.py
new file mode 100644
index 000000000..ce27ef823
--- /dev/null
+++ b/packages/uipath-platform/tests/services/test_retry.py
@@ -0,0 +1,253 @@
+import httpx
+from tenacity import Future, RetryCallState, Retrying
+
+from uipath.platform.common.retry import (
+    _MAX_BACKOFF_DELAY,
+    _MAX_RETRY_AFTER_DELAY,
+    RETRYABLE_STATUS_CODES,
+    exponential_backoff_with_jitter,
+    extract_retry_after_from_chain,
+    is_retryable_platform_exception,
+    is_retryable_response,
+    parse_retry_after,
+    platform_wait_strategy,
+)
+from uipath.platform.errors import EnrichedException
+
+
+class TestRetryableStatusCodes:
+    def test_contains_expected_codes(self):
+        assert 408 in RETRYABLE_STATUS_CODES
+        assert 429 in RETRYABLE_STATUS_CODES
+        assert 502 in RETRYABLE_STATUS_CODES
+        assert 503 in RETRYABLE_STATUS_CODES
+        assert 504 in RETRYABLE_STATUS_CODES
+
+    def test_does_not_contain_non_retryable(self):
+        assert 400 not in RETRYABLE_STATUS_CODES
+        assert 401 not in RETRYABLE_STATUS_CODES
+        assert 403 not in RETRYABLE_STATUS_CODES
+        assert 404 not in RETRYABLE_STATUS_CODES
+        assert 500 not in RETRYABLE_STATUS_CODES
+        assert 501 not in RETRYABLE_STATUS_CODES
+
+    def test_is_frozenset(self):
+        assert isinstance(RETRYABLE_STATUS_CODES, frozenset)
+
+
+class TestParseRetryAfter:
+    def test_valid_integer(self):
+        assert parse_retry_after("120") == 120.0
+
+    def test_valid_float(self):
+        assert parse_retry_after("1.5") == 1.5
+
+    def test_zero(self):
+        assert parse_retry_after("0") == 0.0
+
+    def test_whitespace(self):
+        assert parse_retry_after("  30  ") == 30.0
+
+    def test_negative_returns_none(self):
+        assert parse_retry_after("-1") is None
+
+    def test_non_numeric_returns_none(self):
+        assert parse_retry_after("not-a-number") is None
+
+    def test_http_date_returns_none(self):
+        assert parse_retry_after("Wed, 21 Oct 2015 07:28:00 GMT") is None
+
+    def test_empty_string_returns_none(self):
+        assert parse_retry_after("") is None
+
+
+class TestExponentialBackoffWithJitter:
+    def test_first_attempt(self):
+        result = exponential_backoff_with_jitter(attempt=1, initial=1.0)
+        # 1.0 * 2^0 + jitter(0,1) = 1.0 + [0, 1)
+        assert 1.0 <= result < 2.0
+
+    def test_second_attempt(self):
+        result = exponential_backoff_with_jitter(attempt=2, initial=1.0)
+        # 1.0 * 2^1 + jitter(0,1) = 2.0 + [0, 1)
+        assert 2.0 <= result < 3.0
+
+    def test_third_attempt(self):
+        result = exponential_backoff_with_jitter(attempt=3, initial=1.0)
+        # 1.0 * 2^2 + jitter(0,1) = 4.0 + [0, 1)
+        assert 4.0 <= result < 5.0
+
+    def test_growth_pattern(self):
+        # With large enough initial, growth dominates jitter
+        results = [
+            exponential_backoff_with_jitter(attempt=i, initial=10.0)
+            for i in range(1, 5)
+        ]
+        # Each base should roughly double (jitter is <=1.0, base starts at 10)
+        for i in range(1, len(results)):
+            assert results[i] > results[i - 1]
+
+    def test_custom_initial(self):
+        result = exponential_backoff_with_jitter(attempt=1, initial=5.0)
+        assert 5.0 <= result < 6.0
+
+
+class TestExtractRetryAfterFromChain:
+    @staticmethod
+    def _make_http_status_error(
+        status_code: int, retry_after: str | None = None
+    ) -> httpx.HTTPStatusError:
+        headers = {}
+        if retry_after is not None:
+            headers["retry-after"] = retry_after
+        response = httpx.Response(
+            status_code=status_code,
+            headers=headers,
+            request=httpx.Request("GET", "https://example.com"),
+        )
+        return httpx.HTTPStatusError(
+            message=f"{status_code}", request=response.request, response=response
+        )
+
+    def test_direct_http_status_error(self):
+        err = self._make_http_status_error(429, retry_after="30")
+        assert extract_retry_after_from_chain(err) == 30.0
+
+    def test_enriched_exception_wrapping(self):
+        http_err = self._make_http_status_error(429, retry_after="60")
+        enriched = EnrichedException(http_err)
+        enriched.__cause__ = http_err
+        assert extract_retry_after_from_chain(enriched) == 60.0
+
+    def test_missing_header(self):
+        err = self._make_http_status_error(500)
+        assert extract_retry_after_from_chain(err) is None
+
+    def test_unrelated_exception(self):
+        err = ValueError("something unrelated")
+        assert extract_retry_after_from_chain(err) is None
+
+    def test_zero_retry_after(self):
+        err = self._make_http_status_error(429, retry_after="0")
+        assert extract_retry_after_from_chain(err) == 0.0
+
+    def test_negative_retry_after_ignored(self):
+        err = self._make_http_status_error(429, retry_after="-5")
+        assert extract_retry_after_from_chain(err) is None
+
+
+def _make_http_status_error(
+    status_code: int, retry_after: str | None = None
+) -> httpx.HTTPStatusError:
+    headers = {}
+    if retry_after is not None:
+        headers["retry-after"] = retry_after
+    response = httpx.Response(
+        status_code=status_code,
+        headers=headers,
+        request=httpx.Request("GET", "https://example.com"),
+    )
+    return httpx.HTTPStatusError(
+        message=f"{status_code}", request=response.request, response=response
+    )
+
+
+def _make_retry_state(exception: BaseException, attempt: int = 1) -> RetryCallState:
+    rs = RetryCallState(Retrying(), None, None, None)
+    rs.attempt_number = attempt
+    f = Future(attempt)
+    f.set_exception(exception)
+    rs.outcome = f
+    return rs
+
+
+class TestIsRetryablePlatformException:
+    def test_connect_timeout(self):
+        err = httpx.ConnectTimeout("timed out")
+        assert is_retryable_platform_exception(err) is True
+
+    def test_timeout_exception(self):
+        err = httpx.TimeoutException("timed out")
+        assert is_retryable_platform_exception(err) is True
+
+    def test_enriched_429(self):
+        http_err = _make_http_status_error(429)
+        err = EnrichedException(http_err)
+        assert is_retryable_platform_exception(err) is True
+
+    def test_enriched_503(self):
+        http_err = _make_http_status_error(503)
+        err = EnrichedException(http_err)
+        assert is_retryable_platform_exception(err) is True
+
+    def test_enriched_400_not_retryable(self):
+        http_err = _make_http_status_error(400)
+        err = EnrichedException(http_err)
+        assert is_retryable_platform_exception(err) is False
+
+    def test_enriched_500_not_retryable(self):
+        http_err = _make_http_status_error(500)
+        err = EnrichedException(http_err)
+        assert is_retryable_platform_exception(err) is False
+
+    def test_raw_http_error_not_matched(self):
+        err = _make_http_status_error(429)
+        assert is_retryable_platform_exception(err) is False
+
+    def test_unrelated_exception_not_retryable(self):
+        assert is_retryable_platform_exception(ValueError("nope")) is False
+
+
+class TestIsRetryableResponse:
+    def test_500(self):
+        assert is_retryable_response(httpx.Response(500)) is True
+
+    def test_502(self):
+        assert is_retryable_response(httpx.Response(502)) is True
+
+    def test_503(self):
+        assert is_retryable_response(httpx.Response(503)) is True
+
+    def test_599(self):
+        assert is_retryable_response(httpx.Response(599)) is True
+
+    def test_200_not_retryable(self):
+        assert is_retryable_response(httpx.Response(200)) is False
+
+    def test_400_not_retryable(self):
+        assert is_retryable_response(httpx.Response(400)) is False
+
+    def test_429_not_retryable(self):
+        assert is_retryable_response(httpx.Response(429)) is False
+
+
+class TestPlatformWaitStrategy:
+    def test_uses_retry_after_header(self):
+        http_err = _make_http_status_error(429, retry_after="5")
+        rs = _make_retry_state(http_err)
+        assert platform_wait_strategy(rs) == 5.0
+
+    def test_caps_retry_after_at_max(self):
+        http_err = _make_http_status_error(429, retry_after="999")
+        rs = _make_retry_state(http_err)
+        assert platform_wait_strategy(rs) == _MAX_RETRY_AFTER_DELAY
+
+    def test_falls_back_to_backoff_without_header(self):
+        http_err = _make_http_status_error(503)
+        rs = _make_retry_state(http_err, attempt=1)
+        wait = platform_wait_strategy(rs)
+        # attempt 1: 1.0 * 2^0 + jitter(0,1) = [1.0, 2.0)
+        assert 1.0 <= wait < 2.0
+
+    def test_backoff_capped_at_max(self):
+        http_err = _make_http_status_error(503)
+        # attempt 5: 1.0 * 2^4 = 16.0 + jitter, but capped at _MAX_BACKOFF_DELAY
+        rs = _make_retry_state(http_err, attempt=5)
+        assert platform_wait_strategy(rs) == _MAX_BACKOFF_DELAY
+
+    def test_no_outcome_falls_back_to_backoff(self):
+        rs = RetryCallState(Retrying(), None, None, None)
+        rs.attempt_number = 1
+        rs.outcome = None
+        wait = platform_wait_strategy(rs)
+        assert 1.0 <= wait < 2.0
diff --git a/packages/uipath-platform/tests/services/test_service_url_overrides.py b/packages/uipath-platform/tests/services/test_service_url_overrides.py
new file mode 100644
index 000000000..cc038a3b9
--- /dev/null
+++ b/packages/uipath-platform/tests/services/test_service_url_overrides.py
@@ -0,0 +1,90 @@
+import pytest
+
+from uipath.platform.common._service_url_overrides import (
+    inject_routing_headers,
+    resolve_service_url,
+)
+
+
+class TestResolveServiceUrl:
+    def test_returns_none_when_no_override(
+        self, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.delenv("UIPATH_SERVICE_URL_AGENTHUB", raising=False)
+        assert resolve_service_url("agenthub_/llm/api/chat/completions") is None
+
+    def test_agenthub_override(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200")
+        result = resolve_service_url("agenthub_/llm/api/chat/completions")
+        assert result == "http://localhost:5200/llm/api/chat/completions"
+
+    def test_orchestrator_override(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_ORCHESTRATOR", "http://localhost:8080")
+        result = resolve_service_url("orchestrator_/odata/Buckets")
+        assert result == "http://localhost:8080/odata/Buckets"
+
+    def test_leading_slash_stripped(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200")
+        result = resolve_service_url("/agenthub_/llm/api/chat/completions")
+        assert result == "http://localhost:5200/llm/api/chat/completions"
+
+    def test_trailing_slash_on_override_url(
+        self, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200/")
+        result = resolve_service_url("agenthub_/llm/api/chat/completions")
+        assert result == "http://localhost:5200/llm/api/chat/completions"
+
+    def test_compound_service_prefix(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTSRUNTIME", "http://localhost:6100")
+        result = resolve_service_url("agentsruntime_/api/execution/guardrails/validate")
+        assert result == "http://localhost:6100/api/execution/guardrails/validate"
+
+    def test_no_service_prefix_returns_none(self) -> None:
+        assert resolve_service_url("api/v1/users") is None
+
+    def test_empty_path_returns_none(self) -> None:
+        assert resolve_service_url("") is None
+
+    def test_service_only_path(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200")
+        result = resolve_service_url("agenthub_/")
+        assert result == "http://localhost:5200/"
+
+    def test_query_params_preserved(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_SERVICE_URL_AGENTHUB", "http://localhost:5200")
+        result = resolve_service_url(
+            "agenthub_/llm/openai/deployments/gpt-4/chat/completions?api-version=2024-10-21"
+        )
+        assert (
+            result
+            == "http://localhost:5200/llm/openai/deployments/gpt-4/chat/completions?api-version=2024-10-21"
+        )
+
+
+class TestInjectRoutingHeaders:
+    def test_injects_tenant_and_org(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setenv("UIPATH_TENANT_ID", "tenant-123")
+        monkeypatch.setenv("UIPATH_ORGANIZATION_ID", "org-456")
+        headers: dict[str, str] = {}
+        inject_routing_headers(headers)
+        assert headers["X-UiPath-Internal-TenantId"] == "tenant-123"
+        assert headers["X-UiPath-Internal-AccountId"] == "org-456"
+
+    def test_skips_missing_env_vars(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.delenv("UIPATH_TENANT_ID", raising=False)
+        monkeypatch.delenv("UIPATH_ORGANIZATION_ID", raising=False)
+        headers: dict[str, str] = {}
+        inject_routing_headers(headers)
+        assert "X-UiPath-Internal-TenantId" not in headers
+        assert "X-UiPath-Internal-AccountId" not in headers
+
+    def test_does_not_overwrite_existing_headers(
+        self, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.setenv("UIPATH_TENANT_ID", "tenant-123")
+        monkeypatch.setenv("UIPATH_ORGANIZATION_ID", "org-456")
+        headers: dict[str, str] = {"X-Custom": "keep-me"}
+        inject_routing_headers(headers)
+        assert headers["X-Custom"] == "keep-me"
+        assert headers["X-UiPath-Internal-TenantId"] == "tenant-123"
diff --git a/tests/tracing/test_span_utils.py b/packages/uipath-platform/tests/services/test_span_utils.py
similarity index 99%
rename from tests/tracing/test_span_utils.py
rename to packages/uipath-platform/tests/services/test_span_utils.py
index 04c05809f..80cd0d2db 100644
--- a/tests/tracing/test_span_utils.py
+++ b/packages/uipath-platform/tests/services/test_span_utils.py
@@ -7,7 +7,7 @@
 from opentelemetry.sdk.trace import Span as OTelSpan
 from opentelemetry.trace import SpanContext, StatusCode
 
-from uipath.tracing._utils import UiPathSpan, _SpanUtils
+from uipath.platform.common import UiPathSpan, _SpanUtils
 
 
 class TestNormalizeIds:
diff --git a/tests/sdk/services/test_uipath_llm_integration.py b/packages/uipath-platform/tests/services/test_uipath_llm_integration.py
similarity index 100%
rename from tests/sdk/services/test_uipath_llm_integration.py
rename to packages/uipath-platform/tests/services/test_uipath_llm_integration.py
diff --git a/tests/sdk/services/tests_data/documents_service/classification_response.json b/packages/uipath-platform/tests/services/tests_data/documents_service/classification_response.json
similarity index 100%
rename from tests/sdk/services/tests_data/documents_service/classification_response.json
rename to packages/uipath-platform/tests/services/tests_data/documents_service/classification_response.json
diff --git a/tests/sdk/services/tests_data/documents_service/extraction_validation_action_response_completed.json b/packages/uipath-platform/tests/services/tests_data/documents_service/extraction_validation_action_response_completed.json
similarity index 100%
rename from tests/sdk/services/tests_data/documents_service/extraction_validation_action_response_completed.json
rename to packages/uipath-platform/tests/services/tests_data/documents_service/extraction_validation_action_response_completed.json
diff --git a/tests/sdk/services/tests_data/documents_service/extraction_validation_action_response_unassigned.json b/packages/uipath-platform/tests/services/tests_data/documents_service/extraction_validation_action_response_unassigned.json
similarity index 100%
rename from tests/sdk/services/tests_data/documents_service/extraction_validation_action_response_unassigned.json
rename to packages/uipath-platform/tests/services/tests_data/documents_service/extraction_validation_action_response_unassigned.json
diff --git a/tests/sdk/services/tests_data/documents_service/ixp_extraction_response.json b/packages/uipath-platform/tests/services/tests_data/documents_service/ixp_extraction_response.json
similarity index 100%
rename from tests/sdk/services/tests_data/documents_service/ixp_extraction_response.json
rename to packages/uipath-platform/tests/services/tests_data/documents_service/ixp_extraction_response.json
diff --git a/tests/sdk/services/tests_data/documents_service/modern_extraction_response.json b/packages/uipath-platform/tests/services/tests_data/documents_service/modern_extraction_response.json
similarity index 100%
rename from tests/sdk/services/tests_data/documents_service/modern_extraction_response.json
rename to packages/uipath-platform/tests/services/tests_data/documents_service/modern_extraction_response.json
diff --git a/packages/uipath-platform/uv.lock b/packages/uipath-platform/uv.lock
new file mode 100644
index 000000000..31af4ced8
--- /dev/null
+++ b/packages/uipath-platform/uv.lock
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+version = 1
+revision = 3
+requires-python = ">=3.11"
+
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diff --git a/packages/uipath/.python-version b/packages/uipath/.python-version
new file mode 100644
index 000000000..2c0733315
--- /dev/null
+++ b/packages/uipath/.python-version
@@ -0,0 +1 @@
+3.11
diff --git a/CONTRIBUTING.md b/packages/uipath/CONTRIBUTING.md
similarity index 100%
rename from CONTRIBUTING.md
rename to packages/uipath/CONTRIBUTING.md
diff --git a/packages/uipath/README.md b/packages/uipath/README.md
new file mode 100644
index 000000000..d90c937fc
--- /dev/null
+++ b/packages/uipath/README.md
@@ -0,0 +1,206 @@
+# UiPath Python SDK
+
+[![PyPI downloads](https://img.shields.io/pypi/dm/uipath.svg)](https://pypi.org/project/uipath/)
+[![PyPI - Version](https://img.shields.io/pypi/v/uipath)](https://img.shields.io/pypi/v/uipath)
+[![Python versions](https://img.shields.io/pypi/pyversions/uipath.svg)](https://pypi.org/project/uipath/)
+
+A Python SDK that enables programmatic interaction with UiPath Cloud Platform services including processes, assets, buckets, context grounding, data services, jobs, and more. The package also features a CLI for creation, packaging, and deployment of automations to UiPath Cloud Platform.
+
+Use the [UiPath LangChain SDK](https://github.com/UiPath/uipath-langchain-python) to pack and publish LangGraph Agents.
+
+Check out other [UiPath Integrations](https://github.com/UiPath/uipath-integrations-python) to pack and publish agents built with LlamaIndex, OpenAI Agents, Google ADK, and more.
+
+This [quickstart guide](https://uipath.github.io/uipath-python/) walks you through deploying your first agent to UiPath Cloud Platform.
+
+## Table of Contents
+
+-   [Installation](#installation)
+-   [Configuration](#configuration)
+    -   [Environment Variables](#environment-variables)
+-   [Basic Usage](#basic-usage)
+-   [Available Services](#available-services)
+-   [Examples](#examples)
+    -   [Buckets Service](#buckets-service)
+    -   [Context Grounding Service](#context-grounding-service)
+-   [Command Line Interface (CLI)](#command-line-interface-cli)
+    -   [Authentication](#authentication)
+    -   [Initialize a Project](#initialize-a-project)
+    -   [Debug a Project](#debug-a-project)
+    -   [Package a Project](#package-a-project)
+    -   [Publish a Package](#publish-a-package)
+-   [Project Structure](#project-structure)
+-   [Development](#development)
+    -   [Setting Up a Development Environment](#setting-up-a-development-environment)
+
+## Installation
+
+```bash
+pip install uipath
+```
+
+using `uv`:
+
+```bash
+uv add uipath
+```
+
+## Configuration
+
+### Environment Variables
+
+Create a `.env` file in your project root with the following variables:
+
+```
+UIPATH_URL=https://cloud.uipath.com/ACCOUNT_NAME/TENANT_NAME
+UIPATH_ACCESS_TOKEN=YOUR_TOKEN_HERE
+```
+
+## Basic Usage
+
+```python
+from uipath.platform import UiPath
+# Initialize the SDK
+sdk = UiPath()
+# Execute a process
+job = sdk.processes.invoke(
+    name="MyProcess",
+    input_arguments={"param1": "value1", "param2": 42}
+)
+# Work with assets
+asset = sdk.assets.retrieve(name="MyAsset")
+```
+
+## Available Services
+
+The SDK provides access to various UiPath services:
+
+-   `sdk.processes` - Manage and execute UiPath automation processes
+
+-   `sdk.assets` - Work with assets (variables, credentials) stored in UiPath
+
+-   `sdk.buckets` - Manage cloud storage containers for automation files
+
+-   `sdk.connections` - Handle connections to external systems
+
+-   `sdk.context_grounding` - Work with semantic contexts for AI-enabled automation
+
+-   `sdk.jobs` - Monitor and manage automation jobs
+
+-   `sdk.queues` - Work with transaction queues
+
+-   `sdk.tasks` - Work with Action Center
+
+-   `sdk.api_client` - Direct access to the API client for custom requests
+
+## Examples
+
+### Buckets Service
+
+```python
+# Download a file from a bucket
+sdk.buckets.download(
+    bucket_key="my-bucket",
+    blob_file_path="path/to/file.xlsx",
+    destination_path="local/path/file.xlsx"
+)
+```
+
+### Context Grounding Service
+
+```python
+# Search for contextual information
+results = sdk.context_grounding.search(
+    name="my-knowledge-index",
+    query="How do I process an invoice?",
+    number_of_results=5
+)
+```
+
+## Command Line Interface (CLI)
+
+The SDK also provides a command-line interface for creating, packaging, and deploying automations:
+
+### Authentication
+
+```bash
+uipath auth
+```
+
+This command opens a browser for authentication and creates/updates your `.env` file with the proper credentials.
+
+### Initialize a Project
+
+```bash
+uipath init
+```
+
+The `uipath.json` file should include your entry points in the `functions` section:
+```json
+{
+  "functions": {
+    "main": "main.py:main"
+  }
+}
+```
+
+Running `uipath init` will process these function definitions and create the corresponding `entry-points.json` file needed for deployment.
+
+For more details on the configuration format, see the [UiPath configuration specifications](specs/README.md).
+
+### Debug a Project
+
+```bash
+uipath run ENTRYPOINT [INPUT]
+```
+
+Executes a Python script with the provided JSON input arguments.
+
+### Package a Project
+
+```bash
+uipath pack
+```
+
+Packages your project into a `.nupkg` file that can be deployed to UiPath.
+
+**Note:** Your `pyproject.toml` must include:
+
+-   A description field (avoid characters: &, <, >, ", ', ;)
+-   Author information
+
+Example:
+
+```toml
+description = "Your package description"
+authors = [{name = "Your Name", email = "your.email@example.com"}]
+```
+
+### Publish a Package
+
+```bash
+uipath publish
+```
+
+Publishes the most recently created package to your UiPath Orchestrator.
+
+## Project Structure
+
+To properly use the CLI for packaging and publishing, your project should include:
+
+-   A `pyproject.toml` file with project metadata
+-   A `uipath.json` file with your function definitions (e.g., `"functions": {"main": "main.py:main"}`)
+-   A `entry-points.json` file (generated by `uipath init`)
+-   A `bindings.json` file (generated by `uipath init`) to configure resource overrides
+-   Any Python files needed for your automation
+
+
+## Development
+
+### Tools
+
+Check out [uipath-dev](https://github.com/uipath/uipath-dev-python) - an interactive application for building, testing, and debugging UiPath Python runtimes, agents, and automation scripts.
+
+### Contributions
+
+Please read our [contribution guidelines](https://github.com/UiPath/uipath-integrations-python/blob/main/CONTRIBUTING.md) before submitting a pull request.
+
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index db05944e7..465fcd96a 100644
--- a/docs/eval/index.md
+++ b/packages/uipath/docs/eval/index.md
@@ -155,6 +155,120 @@ uipath eval --no-report
 | `--workers` | Integer | Number of parallel workers (default: 1) |
 | `--output-file` | Path | File path to save evaluation results |
 | `--no-report` | Flag | Disable reporting results to Studio Web |
+| `--input-overrides` | JSON | Can be used to override any input parameter, but most often used for file inputs (see below) |
+
+### Running Multimodal Evaluations with Input Overrides
+
+You can use the `--input-overrides` parameter to override any input parameter at runtime. This is most commonly used for file attachments inputs.
+
+#### Input Overrides Format
+
+The `--input-overrides` parameter accepts a JSON object where:
+- Keys are evaluation IDs
+- Values are objects containing input parameter names mapped to their override values
+
+#### How File Attachment Overrides Work
+
+**At Design Time:**
+Evaluation sets define file attachments using **relative studioweb local paths**:
+```json
+{
+  "filePath": {
+    "ID": "evaluationFiles/document.pdf",
+    "FullName": "Document.pdf",
+    "MimeType": "application/pdf"
+  }
+}
+```
+
+**At Runtime (with `--input-overrides`):**
+When running evaluations, you override the local path with an **attachmentId** obtained by uploading the file to your personal workspace:
+```json
+{
+  "filePath": {
+    "ID": "550e8400-e29b-41d4-a716-446655440000"
+  }
+}
+```
+
+The system automatically merges this override with the original definition, preserving `FullName` and `MimeType` fields. The final input passed to your agent becomes:
+```json
+{
+  "filePath": {
+    "ID": "550e8400-e29b-41d4-a716-446655440000",
+    "FullName": "Document.pdf",
+    "MimeType": "application/pdf"
+  }
+}
+```
+
+**Key Points:**
+- Only the `ID` field needs to be specified in the override
+- `FullName` and `MimeType` are automatically preserved from the evaluation set definition
+- You can override any field, but typically only `ID` changes at runtime
+
+#### Example: Single File Attachment
+
+```bash
+uipath eval agent.py eval_set.json \
+  --eval-ids '["eval-001"]' \
+  --eval-set-run-id e4d8f9a2-1234-5678-9abc-def012345678 \
+  --input-overrides '{
+    "eval-001": {
+      "filePath": {
+        "ID": "550e8400-e29b-41d4-a716-446655440000"
+      }
+    }
+  }'
+```
+
+#### Example: Multiple Files (Array)
+
+```bash
+uipath eval agent.py eval_set.json \
+  --eval-ids '["eval-002"]' \
+  --eval-set-run-id e4d8f9a2-1234-5678-9abc-def012345678 \
+  --input-overrides '{
+    "eval-002": {
+      "documents": [
+        {
+          "ID": "550e8400-e29b-41d4-a716-446655440001"
+        },
+        {
+          "ID": "550e8400-e29b-41d4-a716-446655440002"
+        }
+      ]
+    }
+  }'
+```
+
+#### Example: Multiple Evaluations
+
+```bash
+uipath eval agent.py eval_set.json \
+  --eval-ids '["eval-001", "eval-002", "eval-003"]' \
+  --eval-set-run-id e4d8f9a2-1234-5678-9abc-def012345678 \
+  --input-overrides '{
+    "eval-001": {
+      "image": {
+        "ID": "550e8400-e29b-41d4-a716-446655440003"
+      }
+    },
+    "eval-002": {
+      "document": {
+        "ID": "550e8400-e29b-41d4-a716-446655440004"
+      }
+    },
+    "eval-003": {
+      "files": [
+        {"ID": "550e8400-e29b-41d4-a716-446655440005"},
+        {"ID": "550e8400-e29b-41d4-a716-446655440006"}
+      ]
+    }
+  }'
+```
+
+
 
 ### Evaluation Sets
 
diff --git a/docs/eval/json_similarity.md b/packages/uipath/docs/eval/json_similarity.md
similarity index 100%
rename from docs/eval/json_similarity.md
rename to packages/uipath/docs/eval/json_similarity.md
diff --git a/docs/eval/llm_judge_output.md b/packages/uipath/docs/eval/llm_judge_output.md
similarity index 100%
rename from docs/eval/llm_judge_output.md
rename to packages/uipath/docs/eval/llm_judge_output.md
diff --git a/docs/eval/llm_judge_trajectory.md b/packages/uipath/docs/eval/llm_judge_trajectory.md
similarity index 100%
rename from docs/eval/llm_judge_trajectory.md
rename to packages/uipath/docs/eval/llm_judge_trajectory.md
diff --git a/docs/eval/tool_call_args.md b/packages/uipath/docs/eval/tool_call_args.md
similarity index 100%
rename from docs/eval/tool_call_args.md
rename to packages/uipath/docs/eval/tool_call_args.md
diff --git a/docs/eval/tool_call_count.md b/packages/uipath/docs/eval/tool_call_count.md
similarity index 100%
rename from docs/eval/tool_call_count.md
rename to packages/uipath/docs/eval/tool_call_count.md
diff --git a/docs/eval/tool_call_order.md b/packages/uipath/docs/eval/tool_call_order.md
similarity index 100%
rename from docs/eval/tool_call_order.md
rename to packages/uipath/docs/eval/tool_call_order.md
diff --git a/docs/eval/tool_call_output.md b/packages/uipath/docs/eval/tool_call_output.md
similarity index 100%
rename from docs/eval/tool_call_output.md
rename to packages/uipath/docs/eval/tool_call_output.md
diff --git a/docs/hooks.py b/packages/uipath/docs/hooks.py
similarity index 100%
rename from docs/hooks.py
rename to packages/uipath/docs/hooks.py
diff --git a/docs/index.md b/packages/uipath/docs/index.md
similarity index 100%
rename from docs/index.md
rename to packages/uipath/docs/index.md
diff --git a/docs/javascripts/extra.js b/packages/uipath/docs/javascripts/extra.js
similarity index 100%
rename from docs/javascripts/extra.js
rename to packages/uipath/docs/javascripts/extra.js
diff --git a/docs/overrides/main.html b/packages/uipath/docs/overrides/main.html
similarity index 100%
rename from docs/overrides/main.html
rename to packages/uipath/docs/overrides/main.html
diff --git a/docs/overrides/partials/actions.html b/packages/uipath/docs/overrides/partials/actions.html
similarity index 100%
rename from docs/overrides/partials/actions.html
rename to packages/uipath/docs/overrides/partials/actions.html
diff --git a/docs/overrides/partials/logo.html b/packages/uipath/docs/overrides/partials/logo.html
similarity index 100%
rename from docs/overrides/partials/logo.html
rename to packages/uipath/docs/overrides/partials/logo.html
diff --git a/docs/release_policy.md b/packages/uipath/docs/release_policy.md
similarity index 100%
rename from docs/release_policy.md
rename to packages/uipath/docs/release_policy.md
diff --git a/docs/sample_images/google-ADK-agent/agent-output.png b/packages/uipath/docs/sample_images/google-ADK-agent/agent-output.png
similarity index 100%
rename from docs/sample_images/google-ADK-agent/agent-output.png
rename to packages/uipath/docs/sample_images/google-ADK-agent/agent-output.png
diff --git a/docs/sample_images/resource-overrides/package-requirements.png b/packages/uipath/docs/sample_images/resource-overrides/package-requirements.png
similarity index 100%
rename from docs/sample_images/resource-overrides/package-requirements.png
rename to packages/uipath/docs/sample_images/resource-overrides/package-requirements.png
diff --git a/docs/stylesheets/extra.css b/packages/uipath/docs/stylesheets/extra.css
similarity index 100%
rename from docs/stylesheets/extra.css
rename to packages/uipath/docs/stylesheets/extra.css
diff --git a/justfile b/packages/uipath/justfile
similarity index 100%
rename from justfile
rename to packages/uipath/justfile
diff --git a/mkdocs.yml b/packages/uipath/mkdocs.yml
similarity index 100%
rename from mkdocs.yml
rename to packages/uipath/mkdocs.yml
diff --git a/src/uipath/_events/__init__.py b/packages/uipath/py.typed
similarity index 100%
rename from src/uipath/_events/__init__.py
rename to packages/uipath/py.typed
diff --git a/pyproject.toml b/packages/uipath/pyproject.toml
similarity index 91%
rename from pyproject.toml
rename to packages/uipath/pyproject.toml
index aefaa35d1..7fe537144 100644
--- a/pyproject.toml
+++ b/packages/uipath/pyproject.toml
@@ -1,12 +1,13 @@
 [project]
 name = "uipath"
-version = "2.8.36"
+version = "2.10.5"
 description = "Python SDK and CLI for UiPath Platform, enabling programmatic interaction with automation services, process management, and deployment tools."
 readme = { file = "README.md", content-type = "text/markdown" }
 requires-python = ">=3.11"
 dependencies = [
-  "uipath-core>=0.4.1, <0.5.0",
-  "uipath-runtime>=0.8.6, <0.9.0",
+  "uipath-core>=0.5.2, <0.6.0",
+  "uipath-runtime>=0.9.1, <0.10.0",
+  "uipath-platform>=0.0.4, <0.1.0",
   "click>=8.3.1",
   "httpx>=0.28.1",
   "pyjwt>=2.10.1",
@@ -23,6 +24,7 @@ dependencies = [
   "mermaid-builder==0.0.3",
   "graphtty==0.1.8",
   "applicationinsights>=0.11.10",
+  "sqlparse>=0.4.4",
 ]
 classifiers = [
   "Intended Audience :: Developers",
@@ -90,6 +92,9 @@ exclude = ["samples/**", "testcases/**"]
 select = ["E", "F", "B", "I", "D"]
 ignore = ["D417"]
 
+[tool.ruff.lint.isort]
+known-first-party = ["uipath"]
+
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 ignore-decorators = []
@@ -143,6 +148,10 @@ show_missing = true
 [tool.coverage.run]
 source = ["src"]
 
+[tool.uv.sources]
+uipath-core = { path = "../uipath-core", editable = true }
+uipath-platform = { path = "../uipath-platform", editable = true }
+
 [[tool.uv.index]]
 name = "testpypi"
 url = "https://test.pypi.org/simple/"
diff --git a/samples/asset-modifier-agent/.env.example b/packages/uipath/samples/asset-modifier-agent/.env.example
similarity index 100%
rename from samples/asset-modifier-agent/.env.example
rename to packages/uipath/samples/asset-modifier-agent/.env.example
diff --git a/samples/asset-modifier-agent/README.md b/packages/uipath/samples/asset-modifier-agent/README.md
similarity index 100%
rename from samples/asset-modifier-agent/README.md
rename to packages/uipath/samples/asset-modifier-agent/README.md
diff --git a/samples/asset-modifier-agent/bindings.json b/packages/uipath/samples/asset-modifier-agent/bindings.json
similarity index 100%
rename from samples/asset-modifier-agent/bindings.json
rename to packages/uipath/samples/asset-modifier-agent/bindings.json
diff --git a/samples/asset-modifier-agent/input.json b/packages/uipath/samples/asset-modifier-agent/input.json
similarity index 100%
rename from samples/asset-modifier-agent/input.json
rename to packages/uipath/samples/asset-modifier-agent/input.json
diff --git a/samples/asset-modifier-agent/main.py b/packages/uipath/samples/asset-modifier-agent/main.py
similarity index 100%
rename from samples/asset-modifier-agent/main.py
rename to packages/uipath/samples/asset-modifier-agent/main.py
diff --git a/samples/asset-modifier-agent/pyproject.toml b/packages/uipath/samples/asset-modifier-agent/pyproject.toml
similarity index 84%
rename from samples/asset-modifier-agent/pyproject.toml
rename to packages/uipath/samples/asset-modifier-agent/pyproject.toml
index 0ad131ee3..8937dfa7a 100644
--- a/samples/asset-modifier-agent/pyproject.toml
+++ b/packages/uipath/samples/asset-modifier-agent/pyproject.toml
@@ -4,11 +4,11 @@ version = "0.0.1"
 description = "UiPath agent to validate asset values via External Application integration with Orchestrator."
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.4.0, <2.5.0",
+    "uipath",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/asset-modifier-agent/uipath.json b/packages/uipath/samples/asset-modifier-agent/uipath.json
similarity index 100%
rename from samples/asset-modifier-agent/uipath.json
rename to packages/uipath/samples/asset-modifier-agent/uipath.json
diff --git a/samples/calculator/README.md b/packages/uipath/samples/calculator/README.md
similarity index 100%
rename from samples/calculator/README.md
rename to packages/uipath/samples/calculator/README.md
diff --git a/samples/calculator/bindings.json b/packages/uipath/samples/calculator/bindings.json
similarity index 100%
rename from samples/calculator/bindings.json
rename to packages/uipath/samples/calculator/bindings.json
diff --git a/samples/calculator/evaluations/eval-sets/context-precision-multi-model.json b/packages/uipath/samples/calculator/evaluations/eval-sets/context-precision-multi-model.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/context-precision-multi-model.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/context-precision-multi-model.json
diff --git a/samples/calculator/evaluations/eval-sets/crash-scenarios.json b/packages/uipath/samples/calculator/evaluations/eval-sets/crash-scenarios.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/crash-scenarios.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/crash-scenarios.json
diff --git a/samples/calculator/evaluations/eval-sets/default.json b/packages/uipath/samples/calculator/evaluations/eval-sets/default.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/default.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/default.json
diff --git a/packages/uipath/samples/calculator/evaluations/eval-sets/eval-level-expected-output-llm-judge.json b/packages/uipath/samples/calculator/evaluations/eval-sets/eval-level-expected-output-llm-judge.json
new file mode 100644
index 000000000..6e8449de5
--- /dev/null
+++ b/packages/uipath/samples/calculator/evaluations/eval-sets/eval-level-expected-output-llm-judge.json
@@ -0,0 +1,45 @@
+{
+  "version": "1.0",
+  "id": "EvalLevelExpectedOutputLLMJudgeSet",
+  "name": "Evaluation-Level expectedOutput with LLM Judge",
+  "evaluatorRefs": [
+    "ExactMatchEvaluator",
+    "LLMJudgeOutputEvaluator"
+  ],
+  "evaluations": [
+    {
+      "id": "eval-level-llm-judge-add",
+      "name": "LLM Judge uses eval-level expectedOutput (addition)",
+      "inputs": {
+        "a": 3,
+        "b": 7,
+        "operator": "+"
+      },
+      "expectedOutput": {
+        "result": 10.0
+      },
+      "expectedAgentBehavior": "The agent should correctly add the two numbers and return the result.",
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": null,
+        "LLMJudgeOutputEvaluator": null
+      }
+    },
+    {
+      "id": "eval-level-llm-judge-multiply",
+      "name": "LLM Judge uses eval-level expectedOutput (multiplication)",
+      "inputs": {
+        "a": 6,
+        "b": 8,
+        "operator": "*"
+      },
+      "expectedOutput": {
+        "result": 48.0
+      },
+      "expectedAgentBehavior": "The agent should correctly multiply the two numbers and return the result.",
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": null,
+        "LLMJudgeOutputEvaluator": null
+      }
+    }
+  ]
+}
diff --git a/packages/uipath/samples/calculator/evaluations/eval-sets/eval-level-expected-output.json b/packages/uipath/samples/calculator/evaluations/eval-sets/eval-level-expected-output.json
new file mode 100644
index 000000000..3d4b2f159
--- /dev/null
+++ b/packages/uipath/samples/calculator/evaluations/eval-sets/eval-level-expected-output.json
@@ -0,0 +1,100 @@
+{
+  "version": "1.0",
+  "id": "EvalLevelExpectedOutputSet",
+  "name": "Evaluation-Level expectedOutput Tests",
+  "evaluatorRefs": [
+    "ExactMatchEvaluator",
+    "JsonSimilarityEvaluator",
+    "ContainsEvaluator"
+  ],
+  "evaluations": [
+    {
+      "id": "eval-level-null-criteria-add",
+      "name": "Eval-level expectedOutput with null criteria (addition)",
+      "inputs": {
+        "a": 2,
+        "b": 3,
+        "operator": "+"
+      },
+      "expectedOutput": {
+        "result": 5.0
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": null,
+        "JsonSimilarityEvaluator": null,
+        "ContainsEvaluator": {
+          "searchText": "5"
+        }
+      }
+    },
+    {
+      "id": "eval-level-null-criteria-multiply",
+      "name": "Eval-level expectedOutput with null criteria (multiplication)",
+      "inputs": {
+        "a": 4,
+        "b": 5,
+        "operator": "*"
+      },
+      "expectedOutput": {
+        "result": 20.0
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": null,
+        "JsonSimilarityEvaluator": null,
+        "ContainsEvaluator": {
+          "searchText": "20"
+        }
+      }
+    },
+    {
+      "id": "eval-level-per-evaluator-override",
+      "name": "Per-evaluator expectedOutput overrides eval-level",
+      "inputs": {
+        "a": 10,
+        "b": 5,
+        "operator": "-"
+      },
+      "expectedOutput": {
+        "result": 5.0
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": {
+          "expectedOutput": {
+            "result": 5.0
+          }
+        },
+        "JsonSimilarityEvaluator": {
+          "expectedOutput": {
+            "result": 5.0
+          }
+        },
+        "ContainsEvaluator": {
+          "searchText": "5"
+        }
+      }
+    },
+    {
+      "id": "eval-level-mixed-null-and-explicit",
+      "name": "Mixed: some evaluators null, some explicit",
+      "inputs": {
+        "a": 7,
+        "b": 3,
+        "operator": "+"
+      },
+      "expectedOutput": {
+        "result": 10.0
+      },
+      "evaluationCriterias": {
+        "ExactMatchEvaluator": null,
+        "JsonSimilarityEvaluator": {
+          "expectedOutput": {
+            "result": 10.0
+          }
+        },
+        "ContainsEvaluator": {
+          "searchText": "10"
+        }
+      }
+    }
+  ]
+}
diff --git a/samples/calculator/evaluations/eval-sets/faithfulness-multi-model.json b/packages/uipath/samples/calculator/evaluations/eval-sets/faithfulness-multi-model.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/faithfulness-multi-model.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/faithfulness-multi-model.json
diff --git a/samples/calculator/evaluations/eval-sets/legacy.json b/packages/uipath/samples/calculator/evaluations/eval-sets/legacy.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/legacy.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/legacy.json
diff --git a/samples/calculator/evaluations/eval-sets/multi-model.json b/packages/uipath/samples/calculator/evaluations/eval-sets/multi-model.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/multi-model.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/multi-model.json
diff --git a/samples/calculator/evaluations/eval-sets/trajectory-multi-model.json b/packages/uipath/samples/calculator/evaluations/eval-sets/trajectory-multi-model.json
similarity index 100%
rename from samples/calculator/evaluations/eval-sets/trajectory-multi-model.json
rename to packages/uipath/samples/calculator/evaluations/eval-sets/trajectory-multi-model.json
diff --git a/samples/calculator/evaluations/evaluators/contains.json b/packages/uipath/samples/calculator/evaluations/evaluators/contains.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/contains.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/contains.json
diff --git a/samples/calculator/evaluations/evaluators/context-precision-claude.json b/packages/uipath/samples/calculator/evaluations/evaluators/context-precision-claude.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/context-precision-claude.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/context-precision-claude.json
diff --git a/samples/calculator/evaluations/evaluators/context-precision-gemini.json b/packages/uipath/samples/calculator/evaluations/evaluators/context-precision-gemini.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/context-precision-gemini.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/context-precision-gemini.json
diff --git a/samples/calculator/evaluations/evaluators/correct-operator-evaluator.json b/packages/uipath/samples/calculator/evaluations/evaluators/correct-operator-evaluator.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/correct-operator-evaluator.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/correct-operator-evaluator.json
diff --git a/samples/calculator/evaluations/evaluators/custom/correct_operator.py b/packages/uipath/samples/calculator/evaluations/evaluators/custom/correct_operator.py
similarity index 100%
rename from samples/calculator/evaluations/evaluators/custom/correct_operator.py
rename to packages/uipath/samples/calculator/evaluations/evaluators/custom/correct_operator.py
diff --git a/samples/calculator/evaluations/evaluators/custom/types/correct-operator-evaluator-types.json b/packages/uipath/samples/calculator/evaluations/evaluators/custom/types/correct-operator-evaluator-types.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/custom/types/correct-operator-evaluator-types.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/custom/types/correct-operator-evaluator-types.json
diff --git a/samples/calculator/evaluations/evaluators/exact-match.json b/packages/uipath/samples/calculator/evaluations/evaluators/exact-match.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/exact-match.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/exact-match.json
diff --git a/samples/calculator/evaluations/evaluators/faithfulness-claude.json b/packages/uipath/samples/calculator/evaluations/evaluators/faithfulness-claude.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/faithfulness-claude.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/faithfulness-claude.json
diff --git a/samples/calculator/evaluations/evaluators/faithfulness-gemini.json b/packages/uipath/samples/calculator/evaluations/evaluators/faithfulness-gemini.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/faithfulness-gemini.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/faithfulness-gemini.json
diff --git a/samples/calculator/evaluations/evaluators/json-similarity.json b/packages/uipath/samples/calculator/evaluations/evaluators/json-similarity.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/json-similarity.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/json-similarity.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-equality-with-target-key.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-equality-with-target-key.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-equality-with-target-key.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-equality-with-target-key.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-equality.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-equality.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-equality.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-equality.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-json-similarity.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-json-similarity.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-json-similarity.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-json-similarity.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-haiku-4.5.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-haiku-4.5.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-haiku-4.5.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-haiku-4.5.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-sonnet-4.5.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-sonnet-4.5.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-sonnet-4.5.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge-sonnet-4.5.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-llm-as-a-judge.json
diff --git a/samples/calculator/evaluations/evaluators/legacy-trajectory.json b/packages/uipath/samples/calculator/evaluations/evaluators/legacy-trajectory.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/legacy-trajectory.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/legacy-trajectory.json
diff --git a/samples/calculator/evaluations/evaluators/llm-judge-claude.json b/packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-claude.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/llm-judge-claude.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-claude.json
diff --git a/samples/calculator/evaluations/evaluators/llm-judge-gemini.json b/packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-gemini.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/llm-judge-gemini.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-gemini.json
diff --git a/samples/calculator/evaluations/evaluators/llm-judge-haiku-4.5.json b/packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-haiku-4.5.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/llm-judge-haiku-4.5.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-haiku-4.5.json
diff --git a/samples/calculator/evaluations/evaluators/llm-judge-semantic-similarity.json b/packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-semantic-similarity.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/llm-judge-semantic-similarity.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-semantic-similarity.json
diff --git a/samples/calculator/evaluations/evaluators/llm-judge-sonnet-4.5.json b/packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-sonnet-4.5.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/llm-judge-sonnet-4.5.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-sonnet-4.5.json
diff --git a/samples/calculator/evaluations/evaluators/llm-judge-strict-json-similarity.json b/packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-strict-json-similarity.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/llm-judge-strict-json-similarity.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/llm-judge-strict-json-similarity.json
diff --git a/samples/calculator/evaluations/evaluators/trajectory-claude.json b/packages/uipath/samples/calculator/evaluations/evaluators/trajectory-claude.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/trajectory-claude.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/trajectory-claude.json
diff --git a/samples/calculator/evaluations/evaluators/trajectory-gemini.json b/packages/uipath/samples/calculator/evaluations/evaluators/trajectory-gemini.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/trajectory-gemini.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/trajectory-gemini.json
diff --git a/samples/calculator/evaluations/evaluators/trajectory.json b/packages/uipath/samples/calculator/evaluations/evaluators/trajectory.json
similarity index 100%
rename from samples/calculator/evaluations/evaluators/trajectory.json
rename to packages/uipath/samples/calculator/evaluations/evaluators/trajectory.json
diff --git a/samples/calculator/main.py b/packages/uipath/samples/calculator/main.py
similarity index 100%
rename from samples/calculator/main.py
rename to packages/uipath/samples/calculator/main.py
diff --git a/samples/calculator/output.json b/packages/uipath/samples/calculator/output.json
similarity index 100%
rename from samples/calculator/output.json
rename to packages/uipath/samples/calculator/output.json
diff --git a/samples/calculator/pyproject.toml b/packages/uipath/samples/calculator/pyproject.toml
similarity index 80%
rename from samples/calculator/pyproject.toml
rename to packages/uipath/samples/calculator/pyproject.toml
index fe3cb136e..5c91c7235 100644
--- a/samples/calculator/pyproject.toml
+++ b/packages/uipath/samples/calculator/pyproject.toml
@@ -4,11 +4,11 @@ version = "0.0.1"
 description = "calculator-agent"
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.4.0, <2.5.0",
+    "uipath",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/calculator/uipath.json b/packages/uipath/samples/calculator/uipath.json
similarity index 100%
rename from samples/calculator/uipath.json
rename to packages/uipath/samples/calculator/uipath.json
diff --git a/packages/uipath/samples/classification_agent/bindings.json b/packages/uipath/samples/classification_agent/bindings.json
new file mode 100644
index 000000000..5e9beeb01
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/bindings.json
@@ -0,0 +1,4 @@
+{
+  "version": "2.0",
+  "resources": []
+}
diff --git a/packages/uipath/samples/classification_agent/evaluations/eval-sets/default.json b/packages/uipath/samples/classification_agent/evaluations/eval-sets/default.json
new file mode 100644
index 000000000..2066e63f3
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/evaluations/eval-sets/default.json
@@ -0,0 +1,123 @@
+{
+  "version": "1.0",
+  "id": "TeleComClassificationEval",
+  "name": "TeleCom Email Classification Evaluation",
+  "evaluatorRefs": [
+    "MulticlassClassificationEvaluator",
+    "BalancedAccuracyEvaluator"
+  ],
+  "evaluations": [
+    {
+      "id": "payment-invoice",
+      "name": "Payment - Invoice reminder",
+      "inputs": {
+        "email_subject": "Your invoice is ready",
+        "email_body": "Dear customer, your monthly invoice of $45.99 is now available. Payment is due by March 15."
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "payments"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "payments"
+        }
+      }
+    },
+    {
+      "id": "payment-overdue",
+      "name": "Payment - Overdue balance",
+      "inputs": {
+        "email_subject": "Action required: overdue balance",
+        "email_body": "Your account has an overdue balance of $120.00. Please submit your payment as soon as possible to avoid service interruption."
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "payments"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "payments"
+        }
+      }
+    },
+    {
+      "id": "payment-refund",
+      "name": "Payment - Refund request (DELIBERATELY WRONG: ground truth set to 'spam')",
+      "inputs": {
+        "email_subject": "Refund for last month's charge",
+        "email_body": "I was charged $29.99 last month for a service I cancelled. Please process a refund to my account."
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "spam"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "spam"
+        }
+      }
+    },
+    {
+      "id": "payment-confirmation",
+      "name": "Payment - Confirmation (DELIBERATELY WRONG: ground truth set to 'spam')",
+      "inputs": {
+        "email_subject": "Payment confirmation",
+        "email_body": "Thank you for your payment of $85.00. Your account balance is now $0.00."
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "spam"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "spam"
+        }
+      }
+    },
+    {
+      "id": "plan-upgrade",
+      "name": "Plan - Upgrade inquiry",
+      "inputs": {
+        "email_subject": "How do I upgrade my plan?",
+        "email_body": "Hi, I currently have the 10GB data plan and would like to upgrade to the unlimited plan. Can you help?"
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "plan_details"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "plan_details"
+        }
+      }
+    },
+    {
+      "id": "plan-subscription",
+      "name": "Plan - Subscription details",
+      "inputs": {
+        "email_subject": "Question about my subscription",
+        "email_body": "I would like to know the details of my current plan including data limits and any upgrade options available."
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "plan_details"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "plan_details"
+        }
+      }
+    },
+    {
+      "id": "spam-promo",
+      "name": "Spam - Unsolicited promotion",
+      "inputs": {
+        "email_subject": "You won a FREE iPhone!!!",
+        "email_body": "Congratulations! You have been selected as the lucky winner. Click here to claim your prize now!"
+      },
+      "evaluationCriterias": {
+        "MulticlassClassificationEvaluator": {
+          "expectedClass": "spam"
+        },
+        "BalancedAccuracyEvaluator": {
+          "expectedClass": "spam"
+        }
+      }
+    }
+  ]
+}
diff --git a/packages/uipath/samples/classification_agent/evaluations/evaluators/balanced-accuracy.json b/packages/uipath/samples/classification_agent/evaluations/evaluators/balanced-accuracy.json
new file mode 100644
index 000000000..6401b698d
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/evaluations/evaluators/balanced-accuracy.json
@@ -0,0 +1,20 @@
+{
+  "version": "1.0",
+  "id": "BalancedAccuracyEvaluator",
+  "evaluatorTypeId": "file://types/balanced-accuracy-types.json",
+  "evaluatorSchema": "file://balanced_accuracy_evaluator.py:BalancedAccuracyEvaluator",
+  "description": "Balanced accuracy: mean of per-class recall rates. Uses weighted per-datapoint scores with a custom reduce_scores (sum instead of average).",
+  "evaluatorConfig": {
+    "name": "BalancedAccuracyEvaluator",
+    "targetOutputKey": "category",
+    "classes": ["plan_details", "payments", "spam"],
+    "classCounts": {
+      "payments": 2,
+      "plan_details": 2,
+      "spam": 3
+    },
+    "defaultEvaluationCriteria": {
+      "expectedClass": "spam"
+    }
+  }
+}
diff --git a/packages/uipath/samples/classification_agent/evaluations/evaluators/custom/balanced_accuracy_evaluator.py b/packages/uipath/samples/classification_agent/evaluations/evaluators/custom/balanced_accuracy_evaluator.py
new file mode 100644
index 000000000..3ef7fd806
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/evaluations/evaluators/custom/balanced_accuracy_evaluator.py
@@ -0,0 +1,133 @@
+"""Balanced accuracy evaluator — custom evaluator with non-trivial score aggregation.
+
+Balanced accuracy = mean of per-class recall rates.
+
+Per-datapoint scores encode class weights:
+  - correct prediction: score = 1 / (num_classes * class_count_for_expected)
+  - wrong prediction:   score = 0
+
+Then reduce_scores sums the scores, which yields:
+  sum = Σ_k (correct_k / (K * n_k)) = (1/K) Σ_k (correct_k / n_k) = balanced_accuracy
+"""
+
+from uipath.eval.evaluators.base_evaluator import (
+    BaseEvaluationCriteria,
+    BaseEvaluatorJustification,
+)
+from uipath.eval.evaluators.output_evaluator import (
+    BaseOutputEvaluator,
+    OutputEvaluatorConfig,
+)
+from uipath.eval.models import (
+    AgentExecution,
+    EvaluationResult,
+    NumericEvaluationResult,
+)
+from uipath.eval.models.models import (
+    EvaluationResultDto,
+    UiPathEvaluationError,
+    UiPathEvaluationErrorCategory,
+)
+
+
+class BalancedAccuracyEvaluationCriteria(BaseEvaluationCriteria):
+    """Per-datapoint criteria: which class this sample should belong to."""
+
+    expected_class: str
+
+
+class BalancedAccuracyEvaluatorConfig(
+    OutputEvaluatorConfig[BalancedAccuracyEvaluationCriteria]
+):
+    """Evaluator config with class list and per-class sample counts."""
+
+    name: str = "BalancedAccuracyEvaluator"
+    classes: list[str]
+    class_counts: dict[str, int]
+
+
+class BalancedAccuracyJustification(BaseEvaluatorJustification):
+    """Details about how this datapoint was scored."""
+
+    predicted_class: str
+    expected_class: str
+    weight: float
+    is_match: bool
+
+
+class BalancedAccuracyEvaluator(
+    BaseOutputEvaluator[
+        BalancedAccuracyEvaluationCriteria,
+        BalancedAccuracyEvaluatorConfig,
+        BalancedAccuracyJustification,
+    ]
+):
+    """Balanced accuracy: mean of per-class recall rates.
+
+    Uses weighted per-datapoint scores so that reduce_scores = sum()
+    gives the correct balanced accuracy.
+    """
+
+    @classmethod
+    def get_evaluator_id(cls) -> str:
+        """Get the evaluator id."""
+        return "custom-balanced-accuracy"
+
+    @staticmethod
+    def reduce_scores(results: list[EvaluationResultDto]) -> float:
+        """Sum of pre-weighted scores = balanced accuracy."""
+        return sum(r.score for r in results)
+
+    async def evaluate(
+        self,
+        agent_execution: AgentExecution,
+        evaluation_criteria: BalancedAccuracyEvaluationCriteria,
+    ) -> EvaluationResult:
+        predicted_class = str(self._get_actual_output(agent_execution)).lower()
+        expected_class = evaluation_criteria.expected_class.lower()
+        classes = [c.lower() for c in self.evaluator_config.classes]
+        class_counts = {
+            k.lower(): v for k, v in self.evaluator_config.class_counts.items()
+        }
+
+        if expected_class not in classes:
+            raise UiPathEvaluationError(
+                code="INVALID_EXPECTED_CLASS",
+                title="Expected class not in configured classes",
+                detail=f"Expected class '{expected_class}' is not in the configured classes: {classes}",
+                category=UiPathEvaluationErrorCategory.USER,
+            )
+
+        if predicted_class not in classes:
+            raise UiPathEvaluationError(
+                code="INVALID_PREDICTED_CLASS",
+                title="Predicted class not in configured classes",
+                detail=f"Predicted class '{predicted_class}' is not in the configured classes: {classes}",
+                category=UiPathEvaluationErrorCategory.USER,
+            )
+
+        num_classes = len(classes)
+        n_k = class_counts.get(expected_class)
+        if n_k is None or n_k <= 0:
+            raise UiPathEvaluationError(
+                code="INVALID_CLASS_COUNT",
+                title="Missing or invalid class count",
+                detail=f"class_counts must include a positive count for '{expected_class}'",
+                category=UiPathEvaluationErrorCategory.USER,
+            )
+
+        weight = 1.0 / (num_classes * n_k)
+        is_match = predicted_class == expected_class
+        score = weight if is_match else 0.0
+
+        justification = self.validate_justification(
+            {
+                "expected": expected_class,
+                "actual": predicted_class,
+                "predicted_class": predicted_class,
+                "expected_class": expected_class,
+                "weight": weight,
+                "is_match": is_match,
+            }
+        )
+        return NumericEvaluationResult(score=score, details=justification)
diff --git a/packages/uipath/samples/classification_agent/evaluations/evaluators/custom/types/balanced-accuracy-types.json b/packages/uipath/samples/classification_agent/evaluations/evaluators/custom/types/balanced-accuracy-types.json
new file mode 100644
index 000000000..389317434
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/evaluations/evaluators/custom/types/balanced-accuracy-types.json
@@ -0,0 +1,71 @@
+{
+  "evaluatorTypeId": "custom-balanced-accuracy",
+  "evaluatorConfigSchema": {
+    "$defs": {
+      "BalancedAccuracyEvaluationCriteria": {
+        "description": "Per-datapoint criteria: which class this sample should belong to.",
+        "properties": {
+          "expectedClass": {
+            "title": "Expected Class",
+            "type": "string"
+          }
+        },
+        "required": ["expectedClass"],
+        "title": "BalancedAccuracyEvaluationCriteria",
+        "type": "object"
+      }
+    },
+    "description": "Evaluator config with class list and per-class sample counts.",
+    "properties": {
+      "name": {
+        "default": "BalancedAccuracyEvaluator",
+        "title": "Name",
+        "type": "string"
+      },
+      "targetOutputKey": {
+        "default": "*",
+        "title": "Target Output Key",
+        "type": "string"
+      },
+      "defaultEvaluationCriteria": {
+        "$ref": "#/$defs/BalancedAccuracyEvaluationCriteria",
+        "default": {
+          "expectedClass": "spam"
+        }
+      },
+      "classes": {
+        "items": { "type": "string" },
+        "title": "Classes",
+        "type": "array"
+      },
+      "classCounts": {
+        "additionalProperties": { "type": "integer" },
+        "title": "Class Counts",
+        "type": "object"
+      }
+    },
+    "required": ["classes", "classCounts"],
+    "title": "BalancedAccuracyEvaluatorConfig",
+    "type": "object"
+  },
+  "evaluationCriteriaSchema": {
+    "description": "Per-datapoint criteria: which class this sample should belong to.",
+    "properties": {
+      "expectedClass": {
+        "title": "Expected Class",
+        "type": "string"
+      }
+    },
+    "required": ["expectedClass"],
+    "title": "BalancedAccuracyEvaluationCriteria",
+    "type": "object"
+  },
+  "justificationSchema": {
+    "properties": {
+      "predictedClass": { "type": "string" },
+      "expectedClass": { "type": "string" },
+      "weight": { "type": "number" },
+      "isMatch": { "type": "boolean" }
+    }
+  }
+}
diff --git a/packages/uipath/samples/classification_agent/evaluations/evaluators/multiclass-classification.json b/packages/uipath/samples/classification_agent/evaluations/evaluators/multiclass-classification.json
new file mode 100644
index 000000000..8f573589b
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/evaluations/evaluators/multiclass-classification.json
@@ -0,0 +1,16 @@
+{
+  "version": "1.0",
+  "id": "MulticlassClassificationEvaluator",
+  "description": "Checks if the predicted email category matches the expected category using macro-averaged precision",
+  "evaluatorTypeId": "uipath-multiclass-classification",
+  "evaluatorConfig": {
+    "name": "MulticlassClassificationEvaluator",
+    "targetOutputKey": "category",
+    "classes": ["plan_details", "payments", "spam"],
+    "metricType": "precision",
+    "averaging": "macro",
+    "defaultEvaluationCriteria": {
+      "expectedClass": "spam"
+    }
+  }
+}
diff --git a/packages/uipath/samples/classification_agent/main.py b/packages/uipath/samples/classification_agent/main.py
new file mode 100644
index 000000000..d987e79b7
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/main.py
@@ -0,0 +1,53 @@
+"""TeleCom customer support email classification agent."""
+
+from dataclasses import dataclass
+
+from uipath.tracing import traced
+
+PAYMENT_KEYWORDS = {"payment", "bill", "invoice", "charge", "balance", "due", "overdue"}
+PLAN_KEYWORDS = {
+    "plan",
+    "upgrade",
+    "data",
+    "unlimited",
+    "downgrade",
+    "subscription",
+    "gb",
+}
+
+
+@dataclass
+class ClassificationInput:
+    email_subject: str
+    email_body: str
+
+
+@dataclass
+class ClassificationOutput:
+    category: str
+
+
+@traced(name="classify_email", span_type="tool")
+def classify_email(subject: str, body: str) -> str:
+    """Classify an email into a category based on keyword matching."""
+    text = f"{subject} {body}".lower()
+    tokens = set(text.split())
+
+    payment_hits = len(tokens & PAYMENT_KEYWORDS)
+    plan_hits = len(tokens & PLAN_KEYWORDS)
+
+    if payment_hits > plan_hits:
+        return "payments"
+    if plan_hits > payment_hits:
+        return "plan_details"
+    if payment_hits > 0:
+        return "payments"
+
+    return "spam"
+
+
+@traced()
+async def main(input: ClassificationInput) -> ClassificationOutput:
+    """Classify a customer support email for TeleCom Telecom."""
+    category = classify_email(input.email_subject, input.email_body)
+    return ClassificationOutput(category=category)
diff --git a/packages/uipath/samples/classification_agent/pyproject.toml b/packages/uipath/samples/classification_agent/pyproject.toml
new file mode 100644
index 000000000..b0cb005a9
--- /dev/null
+++ b/packages/uipath/samples/classification_agent/pyproject.toml
@@ -0,0 +1,9 @@
+[project]
+name = "classification-agent"
+version = "0.0.1"
+description = "TeleCom customer support email classification agent"
+requires-python = ">=3.11"
+dependencies = ["uipath"]
+
+[dependency-groups]
+dev = ["uipath-dev"]
diff --git a/samples/hello-world/uipath.json b/packages/uipath/samples/classification_agent/uipath.json
similarity index 100%
rename from samples/hello-world/uipath.json
rename to packages/uipath/samples/classification_agent/uipath.json
diff --git a/samples/pizza-order-function/.claude/commands/eval.md b/packages/uipath/samples/csv-processor/.claude/commands/eval.md
similarity index 100%
rename from samples/pizza-order-function/.claude/commands/eval.md
rename to packages/uipath/samples/csv-processor/.claude/commands/eval.md
diff --git a/samples/pizza-order-function/.claude/commands/new-agent.md b/packages/uipath/samples/csv-processor/.claude/commands/new-agent.md
similarity index 100%
rename from samples/pizza-order-function/.claude/commands/new-agent.md
rename to packages/uipath/samples/csv-processor/.claude/commands/new-agent.md
diff --git a/samples/csv-processor/bindings.json b/packages/uipath/samples/csv-processor/bindings.json
similarity index 100%
rename from samples/csv-processor/bindings.json
rename to packages/uipath/samples/csv-processor/bindings.json
diff --git a/samples/csv-processor/evaluations/eval-sets/file-input-tests-local.json b/packages/uipath/samples/csv-processor/evaluations/eval-sets/file-input-tests-local.json
similarity index 100%
rename from samples/csv-processor/evaluations/eval-sets/file-input-tests-local.json
rename to packages/uipath/samples/csv-processor/evaluations/eval-sets/file-input-tests-local.json
diff --git a/samples/csv-processor/evaluations/evaluators/attachment_created_evaluator.json b/packages/uipath/samples/csv-processor/evaluations/evaluators/attachment_created_evaluator.json
similarity index 100%
rename from samples/csv-processor/evaluations/evaluators/attachment_created_evaluator.json
rename to packages/uipath/samples/csv-processor/evaluations/evaluators/attachment_created_evaluator.json
diff --git a/samples/csv-processor/evaluations/evaluators/csv_columns_evaluator.json b/packages/uipath/samples/csv-processor/evaluations/evaluators/csv_columns_evaluator.json
similarity index 100%
rename from samples/csv-processor/evaluations/evaluators/csv_columns_evaluator.json
rename to packages/uipath/samples/csv-processor/evaluations/evaluators/csv_columns_evaluator.json
diff --git a/samples/csv-processor/evaluations/evaluators/csv_shape_evaluator.json b/packages/uipath/samples/csv-processor/evaluations/evaluators/csv_shape_evaluator.json
similarity index 100%
rename from samples/csv-processor/evaluations/evaluators/csv_shape_evaluator.json
rename to packages/uipath/samples/csv-processor/evaluations/evaluators/csv_shape_evaluator.json
diff --git a/samples/csv-processor/evaluations/evaluators/custom/attachment_created_evaluator.py b/packages/uipath/samples/csv-processor/evaluations/evaluators/custom/attachment_created_evaluator.py
similarity index 100%
rename from samples/csv-processor/evaluations/evaluators/custom/attachment_created_evaluator.py
rename to packages/uipath/samples/csv-processor/evaluations/evaluators/custom/attachment_created_evaluator.py
diff --git a/samples/csv-processor/evaluations/evaluators/custom/csv_columns_evaluator.py b/packages/uipath/samples/csv-processor/evaluations/evaluators/custom/csv_columns_evaluator.py
similarity index 100%
rename from samples/csv-processor/evaluations/evaluators/custom/csv_columns_evaluator.py
rename to packages/uipath/samples/csv-processor/evaluations/evaluators/custom/csv_columns_evaluator.py
diff --git a/samples/csv-processor/evaluations/evaluators/custom/csv_shape_evaluator.py b/packages/uipath/samples/csv-processor/evaluations/evaluators/custom/csv_shape_evaluator.py
similarity index 100%
rename from samples/csv-processor/evaluations/evaluators/custom/csv_shape_evaluator.py
rename to packages/uipath/samples/csv-processor/evaluations/evaluators/custom/csv_shape_evaluator.py
diff --git a/samples/csv-processor/main.py b/packages/uipath/samples/csv-processor/main.py
similarity index 100%
rename from samples/csv-processor/main.py
rename to packages/uipath/samples/csv-processor/main.py
diff --git a/samples/csv-processor/pyproject.toml b/packages/uipath/samples/csv-processor/pyproject.toml
similarity index 76%
rename from samples/csv-processor/pyproject.toml
rename to packages/uipath/samples/csv-processor/pyproject.toml
index d1936f3e5..e69fc2697 100644
--- a/samples/csv-processor/pyproject.toml
+++ b/packages/uipath/samples/csv-processor/pyproject.toml
@@ -3,12 +3,12 @@ name = "csv-processor"
 version = "0.0.1"
 description = "csv-processor"
 dependencies = [
-  "uipath>=2.4.15, <2.5.0",
+  "uipath",
   "pandas>=2.3.3",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/csv-processor/test-data/large_dataset.csv b/packages/uipath/samples/csv-processor/test-data/large_dataset.csv
similarity index 100%
rename from samples/csv-processor/test-data/large_dataset.csv
rename to packages/uipath/samples/csv-processor/test-data/large_dataset.csv
diff --git a/samples/csv-processor/test-data/minimal.csv b/packages/uipath/samples/csv-processor/test-data/minimal.csv
similarity index 100%
rename from samples/csv-processor/test-data/minimal.csv
rename to packages/uipath/samples/csv-processor/test-data/minimal.csv
diff --git a/samples/csv-processor/test-data/sales_data.csv b/packages/uipath/samples/csv-processor/test-data/sales_data.csv
similarity index 100%
rename from samples/csv-processor/test-data/sales_data.csv
rename to packages/uipath/samples/csv-processor/test-data/sales_data.csv
diff --git a/samples/csv-processor/uipath.json b/packages/uipath/samples/csv-processor/uipath.json
similarity index 100%
rename from samples/csv-processor/uipath.json
rename to packages/uipath/samples/csv-processor/uipath.json
diff --git a/samples/document-understanding-agent/README.md b/packages/uipath/samples/document-understanding-agent/README.md
similarity index 100%
rename from samples/document-understanding-agent/README.md
rename to packages/uipath/samples/document-understanding-agent/README.md
diff --git a/samples/document-understanding-agent/bindings.json b/packages/uipath/samples/document-understanding-agent/bindings.json
similarity index 100%
rename from samples/document-understanding-agent/bindings.json
rename to packages/uipath/samples/document-understanding-agent/bindings.json
diff --git a/samples/document-understanding-agent/main.py b/packages/uipath/samples/document-understanding-agent/main.py
similarity index 100%
rename from samples/document-understanding-agent/main.py
rename to packages/uipath/samples/document-understanding-agent/main.py
diff --git a/samples/document-understanding-agent/pyproject.toml b/packages/uipath/samples/document-understanding-agent/pyproject.toml
similarity index 77%
rename from samples/document-understanding-agent/pyproject.toml
rename to packages/uipath/samples/document-understanding-agent/pyproject.toml
index 50fb5c11e..b11472ebf 100644
--- a/samples/document-understanding-agent/pyproject.toml
+++ b/packages/uipath/samples/document-understanding-agent/pyproject.toml
@@ -6,5 +6,10 @@ description = "Add your description here"
 readme = "README.md"
 requires-python = ">=3.11"
 dependencies = [
-    "uipath>=2.2.14, <2.3.0",
+  "uipath"
+]
+
+[dependency-groups]
+dev = [
+    "uipath-dev",
 ]
diff --git a/samples/document-understanding-agent/src/du_modern.py b/packages/uipath/samples/document-understanding-agent/src/du_modern.py
similarity index 100%
rename from samples/document-understanding-agent/src/du_modern.py
rename to packages/uipath/samples/document-understanding-agent/src/du_modern.py
diff --git a/samples/document-understanding-agent/src/ixp.py b/packages/uipath/samples/document-understanding-agent/src/ixp.py
similarity index 100%
rename from samples/document-understanding-agent/src/ixp.py
rename to packages/uipath/samples/document-understanding-agent/src/ixp.py
diff --git a/samples/document-understanding-agent/src/pretrained.py b/packages/uipath/samples/document-understanding-agent/src/pretrained.py
similarity index 100%
rename from samples/document-understanding-agent/src/pretrained.py
rename to packages/uipath/samples/document-understanding-agent/src/pretrained.py
diff --git a/samples/document-understanding-agent/test.pdf b/packages/uipath/samples/document-understanding-agent/test.pdf
similarity index 100%
rename from samples/document-understanding-agent/test.pdf
rename to packages/uipath/samples/document-understanding-agent/test.pdf
diff --git a/samples/document-understanding-agent/uipath.json b/packages/uipath/samples/document-understanding-agent/uipath.json
similarity index 100%
rename from samples/document-understanding-agent/uipath.json
rename to packages/uipath/samples/document-understanding-agent/uipath.json
diff --git a/samples/event-trigger/.python-version b/packages/uipath/samples/event-trigger/.python-version
similarity index 100%
rename from samples/event-trigger/.python-version
rename to packages/uipath/samples/event-trigger/.python-version
diff --git a/samples/event-trigger/README.md b/packages/uipath/samples/event-trigger/README.md
similarity index 100%
rename from samples/event-trigger/README.md
rename to packages/uipath/samples/event-trigger/README.md
diff --git a/samples/event-trigger/bindings.json b/packages/uipath/samples/event-trigger/bindings.json
similarity index 100%
rename from samples/event-trigger/bindings.json
rename to packages/uipath/samples/event-trigger/bindings.json
diff --git a/samples/event-trigger/main.py b/packages/uipath/samples/event-trigger/main.py
similarity index 100%
rename from samples/event-trigger/main.py
rename to packages/uipath/samples/event-trigger/main.py
diff --git a/samples/event-trigger/pyproject.toml b/packages/uipath/samples/event-trigger/pyproject.toml
similarity index 80%
rename from samples/event-trigger/pyproject.toml
rename to packages/uipath/samples/event-trigger/pyproject.toml
index 9b90aa039..13ad843f5 100644
--- a/samples/event-trigger/pyproject.toml
+++ b/packages/uipath/samples/event-trigger/pyproject.toml
@@ -4,11 +4,11 @@ version = "0.0.1"
 description = "Event Trigger Demo"
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.4.0, <2.5.0",
+  "uipath"
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/event-trigger/uipath.json b/packages/uipath/samples/event-trigger/uipath.json
similarity index 100%
rename from samples/event-trigger/uipath.json
rename to packages/uipath/samples/event-trigger/uipath.json
diff --git a/samples/hello-world/README.md b/packages/uipath/samples/hello-world/README.md
similarity index 100%
rename from samples/hello-world/README.md
rename to packages/uipath/samples/hello-world/README.md
diff --git a/samples/google-ADK-agent/bindings.json b/packages/uipath/samples/hello-world/bindings.json
similarity index 100%
rename from samples/google-ADK-agent/bindings.json
rename to packages/uipath/samples/hello-world/bindings.json
diff --git a/samples/hello-world/entry-points.json b/packages/uipath/samples/hello-world/entry-points.json
similarity index 100%
rename from samples/hello-world/entry-points.json
rename to packages/uipath/samples/hello-world/entry-points.json
diff --git a/samples/hello-world/main.py b/packages/uipath/samples/hello-world/main.py
similarity index 100%
rename from samples/hello-world/main.py
rename to packages/uipath/samples/hello-world/main.py
diff --git a/samples/hello-world/pyproject.toml b/packages/uipath/samples/hello-world/pyproject.toml
similarity index 74%
rename from samples/hello-world/pyproject.toml
rename to packages/uipath/samples/hello-world/pyproject.toml
index 5388c0da1..2d5bb0f26 100644
--- a/samples/hello-world/pyproject.toml
+++ b/packages/uipath/samples/hello-world/pyproject.toml
@@ -4,11 +4,10 @@ version = "0.0.1"
 description = "hello-world"
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "py-spy>=0.4.1",
-    "uipath>=2.4.0, <2.5.0",
+    "uipath",
 ]
 requires-python = ">=3.11"
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/list-mcp-agent/uipath.json b/packages/uipath/samples/hello-world/uipath.json
similarity index 100%
rename from samples/list-mcp-agent/uipath.json
rename to packages/uipath/samples/hello-world/uipath.json
diff --git a/samples/hello-world/bindings.json b/packages/uipath/samples/list-mcp-agent/bindings.json
similarity index 100%
rename from samples/hello-world/bindings.json
rename to packages/uipath/samples/list-mcp-agent/bindings.json
diff --git a/samples/list-mcp-agent/input.json b/packages/uipath/samples/list-mcp-agent/input.json
similarity index 100%
rename from samples/list-mcp-agent/input.json
rename to packages/uipath/samples/list-mcp-agent/input.json
diff --git a/samples/list-mcp-agent/main.py b/packages/uipath/samples/list-mcp-agent/main.py
similarity index 100%
rename from samples/list-mcp-agent/main.py
rename to packages/uipath/samples/list-mcp-agent/main.py
diff --git a/samples/list-mcp-agent/pyproject.toml b/packages/uipath/samples/list-mcp-agent/pyproject.toml
similarity index 81%
rename from samples/list-mcp-agent/pyproject.toml
rename to packages/uipath/samples/list-mcp-agent/pyproject.toml
index a77720905..b4d0c5f29 100644
--- a/samples/list-mcp-agent/pyproject.toml
+++ b/packages/uipath/samples/list-mcp-agent/pyproject.toml
@@ -4,12 +4,12 @@ version = "0.0.1"
 description = "UiPath MCP agent"
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.4.0, <2.5.0",
+    "uipath",
     "mcp>=1.0.0",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/pizza-order-function/uipath.json b/packages/uipath/samples/list-mcp-agent/uipath.json
similarity index 100%
rename from samples/pizza-order-function/uipath.json
rename to packages/uipath/samples/list-mcp-agent/uipath.json
diff --git a/samples/llm_chat_agent/README.md b/packages/uipath/samples/llm_chat_agent/README.md
similarity index 100%
rename from samples/llm_chat_agent/README.md
rename to packages/uipath/samples/llm_chat_agent/README.md
diff --git a/samples/llm_chat_agent/agent.py b/packages/uipath/samples/llm_chat_agent/agent.py
similarity index 100%
rename from samples/llm_chat_agent/agent.py
rename to packages/uipath/samples/llm_chat_agent/agent.py
diff --git a/samples/list-mcp-agent/bindings.json b/packages/uipath/samples/llm_chat_agent/bindings.json
similarity index 100%
rename from samples/list-mcp-agent/bindings.json
rename to packages/uipath/samples/llm_chat_agent/bindings.json
diff --git a/samples/llm_chat_agent/pyproject.toml b/packages/uipath/samples/llm_chat_agent/pyproject.toml
similarity index 79%
rename from samples/llm_chat_agent/pyproject.toml
rename to packages/uipath/samples/llm_chat_agent/pyproject.toml
index 16f19659a..d47757abe 100644
--- a/samples/llm_chat_agent/pyproject.toml
+++ b/packages/uipath/samples/llm_chat_agent/pyproject.toml
@@ -4,10 +4,10 @@ version = "0.0.1"
 description = "Sample agent demonstrating actual LLM calls with UiPath LLM Gateway"
 requires-python = ">=3.11"
 dependencies = [
-    "uipath>=2.4.0, <2.5.0",
+    "uipath",
 ]
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/llm_chat_agent/uipath.json b/packages/uipath/samples/llm_chat_agent/uipath.json
similarity index 100%
rename from samples/llm_chat_agent/uipath.json
rename to packages/uipath/samples/llm_chat_agent/uipath.json
diff --git a/samples/llm_chat_agent/bindings.json b/packages/uipath/samples/multi-output-agent/bindings.json
similarity index 100%
rename from samples/llm_chat_agent/bindings.json
rename to packages/uipath/samples/multi-output-agent/bindings.json
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/eval-sets/target-output-key.json b/packages/uipath/samples/multi-output-agent/evaluations/eval-sets/target-output-key.json
new file mode 100644
index 000000000..b513c9565
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/eval-sets/target-output-key.json
@@ -0,0 +1,93 @@
+{
+  "fileName": "target-output-key.json",
+  "id": "target-output-key-eval-set",
+  "name": "Target Output Key Path Resolution Tests",
+  "batchSize": 10,
+  "evaluatorRefs": [
+    "legacy-equality-full-output",
+    "legacy-equality-flat-key",
+    "legacy-equality-nested-path",
+    "legacy-equality-deep-nested",
+    "legacy-equality-array-index",
+    "legacy-equality-array-tag",
+    "legacy-json-similarity-nested",
+    "legacy-json-similarity-customer"
+  ],
+  "evaluations": [
+    {
+      "id": "test-order-basic",
+      "name": "Test Order - Basic",
+      "inputs": {
+        "customer_name": "John Doe",
+        "items": [
+          {"name": "Widget", "quantity": 2, "price": 9.99},
+          {"name": "Gadget", "quantity": 1, "price": 24.99}
+        ]
+      },
+      "expectedOutput": {
+        "order_id": "ORD-001",
+        "customer": {
+          "name": "John Doe",
+          "email": "john.doe@example.com",
+          "address": {
+            "street": "123 Main St",
+            "city": "Springfield",
+            "zip_code": "62701"
+          }
+        },
+        "items": [
+          {"name": "Widget", "quantity": 2, "price": 9.99},
+          {"name": "Gadget", "quantity": 1, "price": 24.99}
+        ],
+        "summary": {
+          "total": 44.97,
+          "item_count": 3,
+          "status": "completed"
+        },
+        "tags": ["priority", "express", "verified"]
+      },
+      "expectedAgentBehavior": "The agent should process the order and return the correct nested output.",
+      "evalSetId": "target-output-key-eval-set",
+      "createdAt": "2025-09-04T18:54:58.378Z",
+      "updatedAt": "2025-09-04T18:55:55.416Z"
+    },
+    {
+      "id": "test-order-single-item",
+      "name": "Test Order - Single Item",
+      "inputs": {
+        "customer_name": "Jane Smith",
+        "items": [
+          {"name": "Book", "quantity": 3, "price": 15.0}
+        ]
+      },
+      "expectedOutput": {
+        "order_id": "ORD-001",
+        "customer": {
+          "name": "Jane Smith",
+          "email": "jane.smith@example.com",
+          "address": {
+            "street": "123 Main St",
+            "city": "Springfield",
+            "zip_code": "62701"
+          }
+        },
+        "items": [
+          {"name": "Book", "quantity": 3, "price": 15.0}
+        ],
+        "summary": {
+          "total": 45.0,
+          "item_count": 3,
+          "status": "completed"
+        },
+        "tags": ["priority", "express", "verified"]
+      },
+      "expectedAgentBehavior": "The agent should process a single-item order correctly.",
+      "evalSetId": "target-output-key-eval-set",
+      "createdAt": "2025-09-04T18:54:58.378Z",
+      "updatedAt": "2025-09-04T18:55:55.416Z"
+    }
+  ],
+  "modelSettings": [],
+  "createdAt": "2025-09-04T18:54:58.379Z",
+  "updatedAt": "2025-09-04T18:55:55.416Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-array-index.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-array-index.json
new file mode 100644
index 000000000..f34bfad3f
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-array-index.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-equality-array-index.json",
+    "id": "legacy-equality-array-index",
+    "name": "Equality - Array Index (items[0].name)",
+    "description": "Exact match on an array element's nested property: items[0].name",
+    "category": 0,
+    "type": 1,
+    "targetOutputKey": "items[0].name",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-array-tag.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-array-tag.json
new file mode 100644
index 000000000..f9f555b6c
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-array-tag.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-equality-array-tag.json",
+    "id": "legacy-equality-array-tag",
+    "name": "Equality - Array Index (tags[1])",
+    "description": "Exact match on an array element by index: tags[1]",
+    "category": 0,
+    "type": 1,
+    "targetOutputKey": "tags[1]",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-deep-nested.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-deep-nested.json
new file mode 100644
index 000000000..c8d47ea5b
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-deep-nested.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-equality-deep-nested.json",
+    "id": "legacy-equality-deep-nested",
+    "name": "Equality - Deep Nested (customer.address.city)",
+    "description": "Exact match on a deeply nested path: customer.address.city",
+    "category": 0,
+    "type": 1,
+    "targetOutputKey": "customer.address.city",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-flat-key.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-flat-key.json
new file mode 100644
index 000000000..458bdd575
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-flat-key.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-equality-flat-key.json",
+    "id": "legacy-equality-flat-key",
+    "name": "Equality - Flat Key (order_id)",
+    "description": "Exact match on a flat top-level key: order_id",
+    "category": 0,
+    "type": 1,
+    "targetOutputKey": "order_id",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-full-output.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-full-output.json
new file mode 100644
index 000000000..90431d744
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-full-output.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-equality-full-output.json",
+    "id": "legacy-equality-full-output",
+    "name": "Equality - Full Output",
+    "description": "Exact match on the entire output (targetOutputKey=*)",
+    "category": 0,
+    "type": 1,
+    "targetOutputKey": "*",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-nested-path.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-nested-path.json
new file mode 100644
index 000000000..6ed0c45b7
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-equality-nested-path.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-equality-nested-path.json",
+    "id": "legacy-equality-nested-path",
+    "name": "Equality - Nested Path (summary.status)",
+    "description": "Exact match on a nested path: summary.status",
+    "category": 0,
+    "type": 1,
+    "targetOutputKey": "summary.status",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-json-similarity-customer.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-json-similarity-customer.json
new file mode 100644
index 000000000..b31c9e3f2
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-json-similarity-customer.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-json-similarity-customer.json",
+    "id": "legacy-json-similarity-customer",
+    "name": "JSON Similarity - Customer Object (customer)",
+    "description": "JSON similarity on the customer nested object",
+    "category": 0,
+    "type": 6,
+    "targetOutputKey": "customer",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-json-similarity-nested.json b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-json-similarity-nested.json
new file mode 100644
index 000000000..721fe250d
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/evaluations/evaluators/legacy-json-similarity-nested.json
@@ -0,0 +1,11 @@
+{
+    "fileName": "legacy-json-similarity-nested.json",
+    "id": "legacy-json-similarity-nested",
+    "name": "JSON Similarity - Nested Object (summary)",
+    "description": "JSON similarity on a nested object: summary",
+    "category": 0,
+    "type": 6,
+    "targetOutputKey": "summary",
+    "createdAt": "2025-06-26T17:45:39.651Z",
+    "updatedAt": "2025-06-26T17:45:39.651Z"
+}
diff --git a/packages/uipath/samples/multi-output-agent/main.py b/packages/uipath/samples/multi-output-agent/main.py
new file mode 100644
index 000000000..fc963dbac
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/main.py
@@ -0,0 +1,89 @@
+"""Multi-output agent for testing targetOutputKey path resolution.
+
+This agent returns a complex nested output with multiple properties,
+nested objects, and arrays of objects - designed to test evaluator
+targetOutputKey with dot-notation and bracket-index paths.
+"""
+
+from pydantic.dataclasses import dataclass
+
+from uipath.tracing import traced
+
+
+@dataclass
+class OrderItem:
+    name: str
+    quantity: int
+    price: float
+
+
+@dataclass
+class Address:
+    street: str
+    city: str
+    zip_code: str
+
+
+@dataclass
+class Customer:
+    name: str
+    email: str
+    address: Address
+
+
+@dataclass
+class OrderInput:
+    customer_name: str
+    items: list[dict[str, object]]
+
+
+@dataclass
+class OrderSummary:
+    total: float
+    item_count: int
+    status: str
+
+
+@dataclass
+class OrderOutput:
+    order_id: str
+    customer: Customer
+    items: list[OrderItem]
+    summary: OrderSummary
+    tags: list[str]
+
+
+@traced()
+async def main(input: OrderInput) -> OrderOutput:
+    """Process an order and return a complex nested output."""
+    items = [
+        OrderItem(
+            name=str(item.get("name", "")),
+            quantity=int(item.get("quantity", 0)),
+            price=float(item.get("price", 0.0)),
+        )
+        for item in input.items
+    ]
+
+    total = sum(item.price * item.quantity for item in items)
+    item_count = sum(item.quantity for item in items)
+
+    return OrderOutput(
+        order_id="ORD-001",
+        customer=Customer(
+            name=input.customer_name,
+            email=f"{input.customer_name.lower().replace(' ', '.')}@example.com",
+            address=Address(
+                street="123 Main St",
+                city="Springfield",
+                zip_code="62701",
+            ),
+        ),
+        items=items,
+        summary=OrderSummary(
+            total=total,
+            item_count=item_count,
+            status="completed",
+        ),
+        tags=["priority", "express", "verified"],
+    )
diff --git a/packages/uipath/samples/multi-output-agent/pyproject.toml b/packages/uipath/samples/multi-output-agent/pyproject.toml
new file mode 100644
index 000000000..a6e04d420
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/pyproject.toml
@@ -0,0 +1,14 @@
+[project]
+name = "multi-output-agent"
+version = "0.0.1"
+description = "Multi-output agent for testing targetOutputKey path resolution"
+authors = [{ name = "Test", email = "test@example.com" }]
+dependencies = [
+    "uipath",
+]
+requires-python = ">=3.11"
+
+[dependency-groups]
+dev = [
+    "uipath-dev",
+]
diff --git a/packages/uipath/samples/multi-output-agent/uipath.json b/packages/uipath/samples/multi-output-agent/uipath.json
new file mode 100644
index 000000000..681601f5f
--- /dev/null
+++ b/packages/uipath/samples/multi-output-agent/uipath.json
@@ -0,0 +1,16 @@
+{
+  "$schema": "https://cloud.uipath.com/draft/2024-12/uipath",
+  "runtimeOptions": {
+    "isConversational": false
+  },
+  "packOptions": {
+    "fileExtensionsIncluded": [],
+    "filesIncluded": [],
+    "filesExcluded": [],
+    "directoriesExcluded": [],
+    "includeUvLock": true
+  },
+  "functions": {
+    "main": "main.py:main"
+  }
+}
diff --git a/samples/pizza-order-function/README.md b/packages/uipath/samples/pizza-order-function/README.md
similarity index 100%
rename from samples/pizza-order-function/README.md
rename to packages/uipath/samples/pizza-order-function/README.md
diff --git a/samples/pizza-order-function/bindings.json b/packages/uipath/samples/pizza-order-function/bindings.json
similarity index 100%
rename from samples/pizza-order-function/bindings.json
rename to packages/uipath/samples/pizza-order-function/bindings.json
diff --git a/samples/pizza-order-function/main.mermaid b/packages/uipath/samples/pizza-order-function/main.mermaid
similarity index 100%
rename from samples/pizza-order-function/main.mermaid
rename to packages/uipath/samples/pizza-order-function/main.mermaid
diff --git a/samples/pizza-order-function/main.py b/packages/uipath/samples/pizza-order-function/main.py
similarity index 100%
rename from samples/pizza-order-function/main.py
rename to packages/uipath/samples/pizza-order-function/main.py
diff --git a/samples/pizza-order-function/pyproject.toml b/packages/uipath/samples/pizza-order-function/pyproject.toml
similarity index 80%
rename from samples/pizza-order-function/pyproject.toml
rename to packages/uipath/samples/pizza-order-function/pyproject.toml
index 7d4133b76..ca14514c2 100644
--- a/samples/pizza-order-function/pyproject.toml
+++ b/packages/uipath/samples/pizza-order-function/pyproject.toml
@@ -4,11 +4,11 @@ version = "0.0.1"
 description = "pizza-order-function"
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.8.31, <2.9.0",
+    "uipath",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.47",
+    "uipath-dev",
 ]
diff --git a/samples/queue-interactions/uipath.json b/packages/uipath/samples/pizza-order-function/uipath.json
similarity index 100%
rename from samples/queue-interactions/uipath.json
rename to packages/uipath/samples/pizza-order-function/uipath.json
diff --git a/samples/queue-interactions/README.md b/packages/uipath/samples/queue-interactions/README.md
similarity index 100%
rename from samples/queue-interactions/README.md
rename to packages/uipath/samples/queue-interactions/README.md
diff --git a/samples/queue-interactions/bindings.json b/packages/uipath/samples/queue-interactions/bindings.json
similarity index 100%
rename from samples/queue-interactions/bindings.json
rename to packages/uipath/samples/queue-interactions/bindings.json
diff --git a/samples/queue-interactions/input.json b/packages/uipath/samples/queue-interactions/input.json
similarity index 100%
rename from samples/queue-interactions/input.json
rename to packages/uipath/samples/queue-interactions/input.json
diff --git a/samples/queue-interactions/main.py b/packages/uipath/samples/queue-interactions/main.py
similarity index 100%
rename from samples/queue-interactions/main.py
rename to packages/uipath/samples/queue-interactions/main.py
diff --git a/samples/queue-interactions/pyproject.toml b/packages/uipath/samples/queue-interactions/pyproject.toml
similarity index 84%
rename from samples/queue-interactions/pyproject.toml
rename to packages/uipath/samples/queue-interactions/pyproject.toml
index d0cf7c7c4..1387e5de7 100644
--- a/samples/queue-interactions/pyproject.toml
+++ b/packages/uipath/samples/queue-interactions/pyproject.toml
@@ -4,11 +4,11 @@ version = "0.0.1"
 description = "UiPath agent to manage queue items via External Application integration with Orchestrator."
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.8.0"
+    "uipath",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev[server]>=0.0.39",
-]
\ No newline at end of file
+    "uipath-dev",
+]
diff --git a/samples/resource-overrides/uipath.json b/packages/uipath/samples/queue-interactions/uipath.json
similarity index 100%
rename from samples/resource-overrides/uipath.json
rename to packages/uipath/samples/queue-interactions/uipath.json
diff --git a/samples/tree-recursive-function/.claude/commands/eval.md b/packages/uipath/samples/resource-overrides/.claude/commands/eval.md
similarity index 100%
rename from samples/tree-recursive-function/.claude/commands/eval.md
rename to packages/uipath/samples/resource-overrides/.claude/commands/eval.md
diff --git a/samples/tree-recursive-function/.claude/commands/new-agent.md b/packages/uipath/samples/resource-overrides/.claude/commands/new-agent.md
similarity index 100%
rename from samples/tree-recursive-function/.claude/commands/new-agent.md
rename to packages/uipath/samples/resource-overrides/.claude/commands/new-agent.md
diff --git a/packages/uipath/samples/resource-overrides/.vscode/launch.json b/packages/uipath/samples/resource-overrides/.vscode/launch.json
new file mode 100644
index 000000000..5fa0da7cc
--- /dev/null
+++ b/packages/uipath/samples/resource-overrides/.vscode/launch.json
@@ -0,0 +1,15 @@
+{
+  "version": "0.2.0",
+  "configurations": [
+    {
+      "name": "Python Debugger: Attach",
+      "type": "debugpy",
+      "request": "attach",
+      "connect": {
+        "host": "localhost",
+        "port": 5678
+      },
+      "justMyCode": false
+    }
+  ]
+}
\ No newline at end of file
diff --git a/samples/resource-overrides/README.md b/packages/uipath/samples/resource-overrides/README.md
similarity index 100%
rename from samples/resource-overrides/README.md
rename to packages/uipath/samples/resource-overrides/README.md
diff --git a/samples/resource-overrides/bindings.json b/packages/uipath/samples/resource-overrides/bindings.json
similarity index 100%
rename from samples/resource-overrides/bindings.json
rename to packages/uipath/samples/resource-overrides/bindings.json
diff --git a/samples/resource-overrides/main.py b/packages/uipath/samples/resource-overrides/main.py
similarity index 100%
rename from samples/resource-overrides/main.py
rename to packages/uipath/samples/resource-overrides/main.py
diff --git a/samples/resource-overrides/pyproject.toml b/packages/uipath/samples/resource-overrides/pyproject.toml
similarity index 81%
rename from samples/resource-overrides/pyproject.toml
rename to packages/uipath/samples/resource-overrides/pyproject.toml
index c36dd11a4..59b49b556 100644
--- a/samples/resource-overrides/pyproject.toml
+++ b/packages/uipath/samples/resource-overrides/pyproject.toml
@@ -6,10 +6,10 @@ authors = [{ name = "John Doe" }]
 readme = "README.md"
 requires-python = ">=3.11"
 dependencies = [
-  "uipath>=2.4.0, <2.5.0",
+  "uipath",
 ]
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/tree-recursive-function/uipath.json b/packages/uipath/samples/resource-overrides/uipath.json
similarity index 100%
rename from samples/tree-recursive-function/uipath.json
rename to packages/uipath/samples/resource-overrides/uipath.json
diff --git a/samples/tree-recursive-function/README.md b/packages/uipath/samples/tree-recursive-function/README.md
similarity index 100%
rename from samples/tree-recursive-function/README.md
rename to packages/uipath/samples/tree-recursive-function/README.md
diff --git a/samples/tree-recursive-function/bindings.json b/packages/uipath/samples/tree-recursive-function/bindings.json
similarity index 100%
rename from samples/tree-recursive-function/bindings.json
rename to packages/uipath/samples/tree-recursive-function/bindings.json
diff --git a/samples/tree-recursive-function/main.mermaid b/packages/uipath/samples/tree-recursive-function/main.mermaid
similarity index 100%
rename from samples/tree-recursive-function/main.mermaid
rename to packages/uipath/samples/tree-recursive-function/main.mermaid
diff --git a/samples/tree-recursive-function/main.py b/packages/uipath/samples/tree-recursive-function/main.py
similarity index 100%
rename from samples/tree-recursive-function/main.py
rename to packages/uipath/samples/tree-recursive-function/main.py
diff --git a/samples/tree-recursive-function/pyproject.toml b/packages/uipath/samples/tree-recursive-function/pyproject.toml
similarity index 81%
rename from samples/tree-recursive-function/pyproject.toml
rename to packages/uipath/samples/tree-recursive-function/pyproject.toml
index 804f3c84d..8b1f017b8 100644
--- a/samples/tree-recursive-function/pyproject.toml
+++ b/packages/uipath/samples/tree-recursive-function/pyproject.toml
@@ -4,11 +4,11 @@ version = "0.0.1"
 description = "tree-recursive-function"
 authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
 dependencies = [
-    "uipath>=2.8.31, <2.9.0",
+    "uipath",
 ]
 requires-python = ">=3.11"
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.47",
+    "uipath-dev",
 ]
diff --git a/packages/uipath/samples/tree-recursive-function/uipath.json b/packages/uipath/samples/tree-recursive-function/uipath.json
new file mode 100644
index 000000000..9b02c2654
--- /dev/null
+++ b/packages/uipath/samples/tree-recursive-function/uipath.json
@@ -0,0 +1,5 @@
+{
+  "functions": {
+    "main": "main.py:main"
+  }
+}
diff --git a/samples/weather_tools/README.md b/packages/uipath/samples/weather_tools/README.md
similarity index 100%
rename from samples/weather_tools/README.md
rename to packages/uipath/samples/weather_tools/README.md
diff --git a/samples/weather_tools/TOOL_EVALUATORS.md b/packages/uipath/samples/weather_tools/TOOL_EVALUATORS.md
similarity index 100%
rename from samples/weather_tools/TOOL_EVALUATORS.md
rename to packages/uipath/samples/weather_tools/TOOL_EVALUATORS.md
diff --git a/samples/weather_tools/bindings.json b/packages/uipath/samples/weather_tools/bindings.json
similarity index 100%
rename from samples/weather_tools/bindings.json
rename to packages/uipath/samples/weather_tools/bindings.json
diff --git a/samples/weather_tools/evaluations/eval-sets/default.json b/packages/uipath/samples/weather_tools/evaluations/eval-sets/default.json
similarity index 100%
rename from samples/weather_tools/evaluations/eval-sets/default.json
rename to packages/uipath/samples/weather_tools/evaluations/eval-sets/default.json
diff --git a/samples/weather_tools/evaluations/evaluators/tool-call-args.json b/packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-args.json
similarity index 100%
rename from samples/weather_tools/evaluations/evaluators/tool-call-args.json
rename to packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-args.json
diff --git a/samples/weather_tools/evaluations/evaluators/tool-call-count.json b/packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-count.json
similarity index 100%
rename from samples/weather_tools/evaluations/evaluators/tool-call-count.json
rename to packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-count.json
diff --git a/samples/weather_tools/evaluations/evaluators/tool-call-order.json b/packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-order.json
similarity index 100%
rename from samples/weather_tools/evaluations/evaluators/tool-call-order.json
rename to packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-order.json
diff --git a/samples/weather_tools/evaluations/evaluators/tool-call-output.json b/packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-output.json
similarity index 100%
rename from samples/weather_tools/evaluations/evaluators/tool-call-output.json
rename to packages/uipath/samples/weather_tools/evaluations/evaluators/tool-call-output.json
diff --git a/samples/weather_tools/evaluations/evaluators/trajectory.json b/packages/uipath/samples/weather_tools/evaluations/evaluators/trajectory.json
similarity index 100%
rename from samples/weather_tools/evaluations/evaluators/trajectory.json
rename to packages/uipath/samples/weather_tools/evaluations/evaluators/trajectory.json
diff --git a/samples/weather_tools/main.py b/packages/uipath/samples/weather_tools/main.py
similarity index 100%
rename from samples/weather_tools/main.py
rename to packages/uipath/samples/weather_tools/main.py
diff --git a/samples/weather_tools/pyproject.toml b/packages/uipath/samples/weather_tools/pyproject.toml
similarity index 80%
rename from samples/weather_tools/pyproject.toml
rename to packages/uipath/samples/weather_tools/pyproject.toml
index 93ba76a46..aad0b4b31 100644
--- a/samples/weather_tools/pyproject.toml
+++ b/packages/uipath/samples/weather_tools/pyproject.toml
@@ -6,10 +6,10 @@ authors = [{ name = "John Doe" }]
 readme = "README.md"
 requires-python = ">=3.11"
 dependencies = [
-  "uipath>=2.4.0, <2.5.0",
+  "uipath",
 ]
 
 [dependency-groups]
 dev = [
-    "uipath-dev>=0.0.15",
+    "uipath-dev",
 ]
diff --git a/samples/weather_tools/uipath.json b/packages/uipath/samples/weather_tools/uipath.json
similarity index 100%
rename from samples/weather_tools/uipath.json
rename to packages/uipath/samples/weather_tools/uipath.json
diff --git a/scripts/debug_test.py b/packages/uipath/scripts/debug_test.py
similarity index 100%
rename from scripts/debug_test.py
rename to packages/uipath/scripts/debug_test.py
diff --git a/scripts/lint_httpx_client.py b/packages/uipath/scripts/lint_httpx_client.py
similarity index 100%
rename from scripts/lint_httpx_client.py
rename to packages/uipath/scripts/lint_httpx_client.py
diff --git a/scripts/update_agents_md.py b/packages/uipath/scripts/update_agents_md.py
similarity index 100%
rename from scripts/update_agents_md.py
rename to packages/uipath/scripts/update_agents_md.py
diff --git a/specs/README.md b/packages/uipath/specs/README.md
similarity index 100%
rename from specs/README.md
rename to packages/uipath/specs/README.md
diff --git a/specs/bindings.schema.json b/packages/uipath/specs/bindings.schema.json
similarity index 100%
rename from specs/bindings.schema.json
rename to packages/uipath/specs/bindings.schema.json
diff --git a/specs/bindings.spec.md b/packages/uipath/specs/bindings.spec.md
similarity index 100%
rename from specs/bindings.spec.md
rename to packages/uipath/specs/bindings.spec.md
diff --git a/specs/entry-points.schema.json b/packages/uipath/specs/entry-points.schema.json
similarity index 100%
rename from specs/entry-points.schema.json
rename to packages/uipath/specs/entry-points.schema.json
diff --git a/specs/entry-points.spec.md b/packages/uipath/specs/entry-points.spec.md
similarity index 100%
rename from specs/entry-points.spec.md
rename to packages/uipath/specs/entry-points.spec.md
diff --git a/specs/uipath.schema.json b/packages/uipath/specs/uipath.schema.json
similarity index 100%
rename from specs/uipath.schema.json
rename to packages/uipath/specs/uipath.schema.json
diff --git a/specs/uipath.spec.md b/packages/uipath/specs/uipath.spec.md
similarity index 100%
rename from specs/uipath.spec.md
rename to packages/uipath/specs/uipath.spec.md
diff --git a/src/uipath/_cli/README.md b/packages/uipath/src/uipath/_cli/README.md
similarity index 100%
rename from src/uipath/_cli/README.md
rename to packages/uipath/src/uipath/_cli/README.md
diff --git a/src/uipath/_cli/__init__.py b/packages/uipath/src/uipath/_cli/__init__.py
similarity index 90%
rename from src/uipath/_cli/__init__.py
rename to packages/uipath/src/uipath/_cli/__init__.py
index 9b33a450c..f271fcf29 100644
--- a/src/uipath/_cli/__init__.py
+++ b/packages/uipath/src/uipath/_cli/__init__.py
@@ -9,6 +9,17 @@
 from uipath._utils._logs import setup_logging
 from uipath._utils.constants import DOTENV_FILE
 
+# Windows console uses codepages (e.g. cp1252) that can't encode Unicode
+# characters used by Rich spinners (Braille) and emoji output.
+# When piped (not a TTY), keep the system encoding so the parent process
+# can decode our output, but use errors="replace" to avoid write-side crashes.
+if sys.platform == "win32":
+    for _stream in (sys.stdout, sys.stderr):
+        if hasattr(_stream, "reconfigure"):
+            if _stream.isatty():
+                _stream.reconfigure(encoding="utf-8")
+            else:
+                _stream.reconfigure(errors="replace")
 # DO NOT ADD HEAVY IMPORTS HERE
 #
 # Every import at the top of this file runs on EVERY command.
diff --git a/src/uipath/_cli/_auth/_auth_server.py b/packages/uipath/src/uipath/_cli/_auth/_auth_server.py
similarity index 100%
rename from src/uipath/_cli/_auth/_auth_server.py
rename to packages/uipath/src/uipath/_cli/_auth/_auth_server.py
diff --git a/src/uipath/_cli/_auth/_auth_service.py b/packages/uipath/src/uipath/_cli/_auth/_auth_service.py
similarity index 100%
rename from src/uipath/_cli/_auth/_auth_service.py
rename to packages/uipath/src/uipath/_cli/_auth/_auth_service.py
diff --git a/src/uipath/_cli/_auth/_models.py b/packages/uipath/src/uipath/_cli/_auth/_models.py
similarity index 100%
rename from src/uipath/_cli/_auth/_models.py
rename to packages/uipath/src/uipath/_cli/_auth/_models.py
diff --git a/src/uipath/_cli/_auth/_oidc_utils.py b/packages/uipath/src/uipath/_cli/_auth/_oidc_utils.py
similarity index 100%
rename from src/uipath/_cli/_auth/_oidc_utils.py
rename to packages/uipath/src/uipath/_cli/_auth/_oidc_utils.py
diff --git a/src/uipath/_cli/_auth/_portal_service.py b/packages/uipath/src/uipath/_cli/_auth/_portal_service.py
similarity index 99%
rename from src/uipath/_cli/_auth/_portal_service.py
rename to packages/uipath/src/uipath/_cli/_auth/_portal_service.py
index d50b3a38d..c3fc95cc9 100644
--- a/src/uipath/_cli/_auth/_portal_service.py
+++ b/packages/uipath/src/uipath/_cli/_auth/_portal_service.py
@@ -2,6 +2,8 @@
 
 import click
 import httpx
+
+from uipath.platform.common import TokenData
 from uipath.runtime.errors import (
     UiPathErrorCategory,
     UiPathErrorCode,
@@ -10,7 +12,6 @@
 
 from ..._utils._auth import update_env_file
 from ..._utils._ssl_context import get_httpx_client_kwargs
-from ...platform.common import TokenData
 from .._utils._console import ConsoleLogger
 from ._models import OrganizationInfo, TenantInfo, TenantsAndOrganizationInfoResponse
 from ._oidc_utils import OidcUtils
diff --git a/src/uipath/_cli/_auth/_url_utils.py b/packages/uipath/src/uipath/_cli/_auth/_url_utils.py
similarity index 100%
rename from src/uipath/_cli/_auth/_url_utils.py
rename to packages/uipath/src/uipath/_cli/_auth/_url_utils.py
diff --git a/src/uipath/_cli/_auth/_utils.py b/packages/uipath/src/uipath/_cli/_auth/_utils.py
similarity index 94%
rename from src/uipath/_cli/_auth/_utils.py
rename to packages/uipath/src/uipath/_cli/_auth/_utils.py
index cd3628075..86f0cddc0 100644
--- a/src/uipath/_cli/_auth/_utils.py
+++ b/packages/uipath/src/uipath/_cli/_auth/_utils.py
@@ -2,8 +2,9 @@
 import os
 from pathlib import Path
 
+from uipath.platform.common import TokenData
+
 from ..._utils._auth import parse_access_token
-from ...platform.common import TokenData
 from ._models import AccessTokenData
 
 
diff --git a/src/uipath/_cli/_auth/auth_config_25_10.json b/packages/uipath/src/uipath/_cli/_auth/auth_config_25_10.json
similarity index 100%
rename from src/uipath/_cli/_auth/auth_config_25_10.json
rename to packages/uipath/src/uipath/_cli/_auth/auth_config_25_10.json
diff --git a/src/uipath/_cli/_auth/auth_config_cloud.json b/packages/uipath/src/uipath/_cli/_auth/auth_config_cloud.json
similarity index 94%
rename from src/uipath/_cli/_auth/auth_config_cloud.json
rename to packages/uipath/src/uipath/_cli/_auth/auth_config_cloud.json
index 5f57ff256..209e5ec19 100644
--- a/src/uipath/_cli/_auth/auth_config_cloud.json
+++ b/packages/uipath/src/uipath/_cli/_auth/auth_config_cloud.json
@@ -1,6 +1,6 @@
 {
   "client_id": "36dea5b8-e8bb-423d-8e7b-c808df8f1c00",
   "redirect_uri": "http://localhost:__PY_REPLACE_PORT__/oidc/login",
-  "scope": "offline_access ProcessMining OrchestratorApiUserAccess StudioWebBackend IdentityServerApi ConnectionService DataService DocumentUnderstanding Du.Digitization.Api Du.Classification.Api Du.Extraction.Api Du.Validation.Api EnterpriseContextService Directory JamJamApi LLMGateway LLMOps OMS RCS.FolderAuthorization TM.Projects TM.TestCases TM.Requirements TM.TestSets AutomationSolutions",
+  "scope": "offline_access ProcessMining OrchestratorApiUserAccess StudioWebBackend IdentityServerApi ConnectionService DataService DocumentUnderstanding Du.Digitization.Api Du.Classification.Api Du.Extraction.Api Du.Validation.Api EnterpriseContextService Directory JamJamApi LLMGateway LLMOps OMS RCS.FolderAuthorization TM.Projects TM.TestCases TM.Requirements TM.TestSets AutomationSolutions AT.TrackOperations",
   "port": 8104
 }
diff --git a/src/uipath/_cli/_auth/index.html b/packages/uipath/src/uipath/_cli/_auth/index.html
similarity index 100%
rename from src/uipath/_cli/_auth/index.html
rename to packages/uipath/src/uipath/_cli/_auth/index.html
diff --git a/src/uipath/_cli/_auth/localhost.crt b/packages/uipath/src/uipath/_cli/_auth/localhost.crt
similarity index 100%
rename from src/uipath/_cli/_auth/localhost.crt
rename to packages/uipath/src/uipath/_cli/_auth/localhost.crt
diff --git a/src/uipath/_cli/_auth/localhost.key b/packages/uipath/src/uipath/_cli/_auth/localhost.key
similarity index 100%
rename from src/uipath/_cli/_auth/localhost.key
rename to packages/uipath/src/uipath/_cli/_auth/localhost.key
diff --git a/src/uipath/_cli/_chat/_bridge.py b/packages/uipath/src/uipath/_cli/_chat/_bridge.py
similarity index 99%
rename from src/uipath/_cli/_chat/_bridge.py
rename to packages/uipath/src/uipath/_cli/_chat/_bridge.py
index 26e85a0c6..a454afa17 100644
--- a/src/uipath/_cli/_chat/_bridge.py
+++ b/packages/uipath/src/uipath/_cli/_chat/_bridge.py
@@ -18,7 +18,7 @@
     UiPathConversationToolCallConfirmationInterruptStartEvent,
     UiPathConversationToolCallConfirmationValue,
 )
-from uipath.runtime import UiPathResumeTrigger
+from uipath.core.triggers import UiPathResumeTrigger
 from uipath.runtime.chat import UiPathChatProtocol
 from uipath.runtime.context import UiPathRuntimeContext
 
diff --git a/src/uipath/_cli/_debug/_bridge.py b/packages/uipath/src/uipath/_cli/_debug/_bridge.py
similarity index 99%
rename from src/uipath/_cli/_debug/_bridge.py
rename to packages/uipath/src/uipath/_cli/_debug/_bridge.py
index 37b130ac2..9607398a0 100644
--- a/src/uipath/_cli/_debug/_bridge.py
+++ b/packages/uipath/src/uipath/_cli/_debug/_bridge.py
@@ -10,6 +10,9 @@
 from pydantic import BaseModel
 from rich.console import Console
 from rich.tree import Tree
+
+from uipath.core.serialization import serialize_object
+from uipath.core.triggers import UiPathResumeTriggerType
 from uipath.runtime import (
     UiPathBreakpointResult,
     UiPathRuntimeContext,
@@ -17,10 +20,7 @@
     UiPathRuntimeStatus,
 )
 from uipath.runtime.debug import UiPathDebugProtocol, UiPathDebugQuitError
-from uipath.runtime.events import UiPathRuntimeStateEvent
-from uipath.runtime.resumable import UiPathResumeTriggerType
-
-from uipath._cli._utils._common import serialize_object
+from uipath.runtime.events import UiPathRuntimeStateEvent, UiPathRuntimeStatePhase
 
 logger = logging.getLogger(__name__)
 
@@ -102,7 +102,7 @@ async def emit_execution_started(self, **kwargs) -> None:
 
     async def emit_state_update(self, state_event: UiPathRuntimeStateEvent) -> None:
         """Print agent state update."""
-        if not self.verbose:
+        if not self.verbose or state_event.phase != UiPathRuntimeStatePhase.UPDATED:
             return
 
         self.console.print(f"[yellow]●[/yellow] [bold]{state_event.node_name}[/bold]")
diff --git a/tests/agent/react/__init__.py b/packages/uipath/src/uipath/_cli/_evals/__init__.py
similarity index 100%
rename from tests/agent/react/__init__.py
rename to packages/uipath/src/uipath/_cli/_evals/__init__.py
diff --git a/src/uipath/_cli/_evals/_console_progress_reporter.py b/packages/uipath/src/uipath/_cli/_evals/_console_progress_reporter.py
similarity index 99%
rename from src/uipath/_cli/_evals/_console_progress_reporter.py
rename to packages/uipath/src/uipath/_cli/_evals/_console_progress_reporter.py
index baa01e3a8..ebc25c0ca 100644
--- a/src/uipath/_cli/_evals/_console_progress_reporter.py
+++ b/packages/uipath/src/uipath/_cli/_evals/_console_progress_reporter.py
@@ -7,16 +7,16 @@
 from rich.rule import Rule
 from rich.table import Table
 
-from uipath._events._event_bus import EventBus
-from uipath._events._events import (
+from uipath.core.events import EventBus
+from uipath.eval.evaluators.base_evaluator import GenericBaseEvaluator
+from uipath.eval.models import ScoreType
+from uipath.eval.runtime.events import (
     EvalRunCreatedEvent,
     EvalRunUpdatedEvent,
     EvalSetRunCreatedEvent,
     EvalSetRunUpdatedEvent,
     EvaluationEvents,
 )
-from uipath.eval.evaluators.base_evaluator import GenericBaseEvaluator
-from uipath.eval.models import ScoreType
 
 logger = logging.getLogger(__name__)
 
diff --git a/src/uipath/_cli/_evals/_progress_reporter.py b/packages/uipath/src/uipath/_cli/_evals/_progress_reporter.py
similarity index 94%
rename from src/uipath/_cli/_evals/_progress_reporter.py
rename to packages/uipath/src/uipath/_cli/_evals/_progress_reporter.py
index 25d8c9204..7c5114516 100644
--- a/src/uipath/_cli/_evals/_progress_reporter.py
+++ b/packages/uipath/src/uipath/_cli/_evals/_progress_reporter.py
@@ -5,48 +5,65 @@
 import logging
 import os
 import uuid
+from enum import IntEnum
 from typing import Any
 from urllib.parse import urlparse
 
 from opentelemetry import trace
-from pydantic import BaseModel
+from pydantic import BaseModel, ConfigDict
+from pydantic.alias_generators import to_camel
 from rich.console import Console
 
-from uipath._cli._evals._models._evaluation_set import (
-    EvaluationItem,
-    EvaluationStatus,
-)
-from uipath._cli._evals._models._sw_reporting import (
-    StudioWebAgentSnapshot,
-    StudioWebProgressItem,
-)
 from uipath._cli._utils._console import ConsoleLogger
-from uipath._events._event_bus import EventBus
-from uipath._events._events import (
-    EvalRunCreatedEvent,
-    EvalRunUpdatedEvent,
-    EvalSetRunCreatedEvent,
-    EvalSetRunUpdatedEvent,
-    EvaluationEvents,
-)
 from uipath._utils import Endpoint, RequestSpec
 from uipath._utils.constants import (
     ENV_EVAL_BACKEND_URL,
     ENV_TENANT_ID,
     HEADER_INTERNAL_TENANT_ID,
 )
+from uipath.core.events import EventBus
 from uipath.eval.evaluators import (
     BaseEvaluator,
     BaseLegacyEvaluator,
 )
 from uipath.eval.evaluators.base_evaluator import GenericBaseEvaluator
 from uipath.eval.models import EvalItemResult, ScoreType
+from uipath.eval.models.evaluation_set import EvaluationItem
+from uipath.eval.runtime.events import (
+    EvalRunCreatedEvent,
+    EvalRunUpdatedEvent,
+    EvalSetRunCreatedEvent,
+    EvalSetRunUpdatedEvent,
+    EvaluationEvents,
+)
 from uipath.platform import UiPath
 from uipath.platform.common import UiPathConfig
 
 logger = logging.getLogger(__name__)
 
 
+class EvaluationStatus(IntEnum):
+    PENDING = 0
+    IN_PROGRESS = 1
+    COMPLETED = 2
+    FAILED = 3
+
+
+class StudioWebProgressItem(BaseModel):
+    eval_run_id: str
+    eval_results: list[EvalItemResult]
+    success: bool
+    agent_output: dict[str, Any]
+    agent_execution_time: float
+
+
+class StudioWebAgentSnapshot(BaseModel):
+    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
+
+    input_schema: dict[str, Any]
+    output_schema: dict[str, Any]
+
+
 def gracefully_handle_errors(func):
     """Decorator to catch and log errors without stopping execution."""
 
@@ -920,6 +937,32 @@ def _extract_agent_snapshot(self, entrypoint: str | None) -> StudioWebAgentSnaps
             logger.warning(f"Failed to extract agent snapshot: {e}")
             return StudioWebAgentSnapshot(input_schema={}, output_schema={})
 
+    @staticmethod
+    def _build_assertion_properties(
+        evaluator: BaseLegacyEvaluator[Any],
+    ) -> dict[str, Any]:
+        """Build assertionProperties dict with prompt and model if available."""
+        properties: dict[str, Any] = {}
+        if hasattr(evaluator, "prompt") and isinstance(evaluator.prompt, str):
+            properties["prompt"] = evaluator.prompt
+        if hasattr(evaluator, "model") and isinstance(evaluator.model, str):
+            properties["model"] = evaluator.model
+        return properties
+
+    @staticmethod
+    def _build_evaluator_snapshot(
+        evaluator: BaseEvaluator[Any, Any, Any],
+    ) -> dict[str, Any]:
+        """Build evaluatorSnapshot dict with prompt and model if available."""
+        snapshot: dict[str, Any] = {}
+        config = getattr(evaluator, "evaluator_config", None)
+        if config is not None:
+            if hasattr(config, "prompt") and isinstance(config.prompt, str):
+                snapshot["prompt"] = config.prompt
+            if hasattr(config, "model") and isinstance(config.model, str):
+                snapshot["model"] = config.model
+        return snapshot
+
     def _collect_results(
         self,
         eval_results: list[EvalItemResult],
@@ -977,6 +1020,9 @@ def _collect_results(
                         "outputKey": evaluators[
                             eval_result.evaluator_id
                         ].target_output_key,
+                        "assertionProperties": self._build_assertion_properties(
+                            evaluators[eval_result.evaluator_id]
+                        ),
                     },
                 }
             )
@@ -1015,28 +1061,32 @@ def _collect_coded_results(
                     "evaluatorId": eval_result.evaluator_id,
                 }
             )
-            evaluator_runs.append(
-                {
-                    "status": EvaluationStatus.COMPLETED.value,
-                    "evaluatorId": eval_result.evaluator_id,
-                    "result": {
-                        "score": {
-                            "type": eval_result.result.score_type.value,
-                            "value": eval_result.result.score,
-                        },
-                        "justification": justification,
-                    },
-                    "completionMetrics": {
-                        "duration": int(eval_result.result.evaluation_time * 1000)
-                        if eval_result.result.evaluation_time
-                        else 0,
-                        "cost": usage_metrics["cost"],
-                        "tokens": usage_metrics["tokens"] or 0,
-                        "completionTokens": usage_metrics["completionTokens"] or 0,
-                        "promptTokens": usage_metrics["promptTokens"] or 0,
+            evaluator_run: dict[str, Any] = {
+                "status": EvaluationStatus.COMPLETED.value,
+                "evaluatorId": eval_result.evaluator_id,
+                "result": {
+                    "score": {
+                        "type": eval_result.result.score_type.value,
+                        "value": eval_result.result.score,
                     },
-                }
+                    "justification": justification,
+                },
+                "completionMetrics": {
+                    "duration": int(eval_result.result.evaluation_time * 1000)
+                    if eval_result.result.evaluation_time
+                    else 0,
+                    "cost": usage_metrics["cost"],
+                    "tokens": usage_metrics["tokens"] or 0,
+                    "completionTokens": usage_metrics["completionTokens"] or 0,
+                    "promptTokens": usage_metrics["promptTokens"] or 0,
+                },
+            }
+            snapshot = self._build_evaluator_snapshot(
+                evaluators[eval_result.evaluator_id]
             )
+            if snapshot:
+                evaluator_run["evaluatorSnapshot"] = snapshot
+            evaluator_runs.append(evaluator_run)
         return evaluator_runs, evaluator_scores_list
 
     def _update_eval_run_spec(
diff --git a/src/uipath/_cli/_evals/_telemetry.py b/packages/uipath/src/uipath/_cli/_evals/_telemetry.py
similarity index 93%
rename from src/uipath/_cli/_evals/_telemetry.py
rename to packages/uipath/src/uipath/_cli/_evals/_telemetry.py
index e8ed883fb..ad9549a6c 100644
--- a/src/uipath/_cli/_evals/_telemetry.py
+++ b/packages/uipath/src/uipath/_cli/_evals/_telemetry.py
@@ -7,18 +7,18 @@
 import logging
 import os
 import time
-from typing import Any, Dict, Optional
+from typing import Any
 
 from uipath._cli._utils._common import get_claim_from_token
-from uipath._events._event_bus import EventBus
-from uipath._events._events import (
+from uipath.core.events import EventBus
+from uipath.eval.runtime.events import (
     EvalRunCreatedEvent,
     EvalRunUpdatedEvent,
     EvalSetRunCreatedEvent,
     EvalSetRunUpdatedEvent,
     EvaluationEvents,
 )
-from uipath.platform.common._config import UiPathConfig
+from uipath.platform.common import UiPathConfig
 from uipath.telemetry._track import is_telemetry_enabled, track_event
 
 logger = logging.getLogger(__name__)
@@ -50,12 +50,12 @@ class EvalTelemetrySubscriber:
 
     def __init__(self) -> None:
         """Initialize the telemetry subscriber."""
-        self._eval_set_start_times: Dict[str, float] = {}
-        self._eval_run_start_times: Dict[str, float] = {}
-        self._eval_set_info: Dict[str, Dict[str, Any]] = {}
-        self._eval_run_info: Dict[str, Dict[str, Any]] = {}
-        self._current_eval_set_run_id: Optional[str] = None
-        self._current_entrypoint: Optional[str] = None
+        self._eval_set_start_times: dict[str, float] = {}
+        self._eval_run_start_times: dict[str, float] = {}
+        self._eval_set_info: dict[str, dict[str, Any]] = {}
+        self._eval_run_info: dict[str, dict[str, Any]] = {}
+        self._current_eval_set_run_id: str | None = None
+        self._current_entrypoint: str | None = None
 
     @staticmethod
     def _get_agent_type(entrypoint: str) -> str:
@@ -112,7 +112,7 @@ async def _on_eval_set_run_created(self, event: EvalSetRunCreatedEvent) -> None:
             self._current_eval_set_run_id = eval_set_run_id
             self._current_entrypoint = event.entrypoint
 
-            properties: Dict[str, Any] = {
+            properties: dict[str, Any] = {
                 "EvalSetId": event.eval_set_id,
                 "EvalSetRunId": eval_set_run_id,
                 "Entrypoint": event.entrypoint,
@@ -142,7 +142,7 @@ async def _on_eval_run_created(self, event: EvalRunCreatedEvent) -> None:
                 "eval_item_name": event.eval_item.name,
             }
 
-            properties: Dict[str, Any] = {
+            properties: dict[str, Any] = {
                 "EvalId": event.eval_item.id,
                 "EvalName": event.eval_item.name,
                 "Runtime": "URT",
@@ -185,7 +185,7 @@ async def _on_eval_run_updated(self, event: EvalRunUpdatedEvent) -> None:
             avg_score = sum(scores) / len(scores) if scores else None
 
             # Try to get trace ID from spans
-            trace_id: Optional[str] = None
+            trace_id: str | None = None
             if event.spans:
                 for span in event.spans:
                     if span.context and span.context.trace_id:
@@ -193,7 +193,7 @@ async def _on_eval_run_updated(self, event: EvalRunUpdatedEvent) -> None:
                         trace_id = format(span.context.trace_id, "032x")
                         break
 
-            properties: Dict[str, Any] = {
+            properties: dict[str, Any] = {
                 "EvalId": run_info.get("eval_item_id", event.eval_item.id),
                 "EvalName": run_info.get("eval_item_name", event.eval_item.name),
                 "Success": event.success,
@@ -259,7 +259,7 @@ async def _on_eval_set_run_updated(self, event: EvalSetRunUpdatedEvent) -> None:
             scores = list(event.evaluator_scores.values())
             avg_score = sum(scores) / len(scores) if scores else None
 
-            properties: Dict[str, Any] = {
+            properties: dict[str, Any] = {
                 "EvalSetId": set_info.get("eval_set_id", "unknown"),
                 "Success": event.success,
                 "EvaluatorCount": len(event.evaluator_scores),
@@ -302,7 +302,7 @@ async def _on_eval_set_run_updated(self, event: EvalSetRunUpdatedEvent) -> None:
         except Exception as e:
             logger.debug(f"Error tracking eval set run updated: {e}")
 
-    def _enrich_properties(self, properties: Dict[str, Any]) -> None:
+    def _enrich_properties(self, properties: dict[str, Any]) -> None:
         """Enrich properties with common context information.
 
         Args:
diff --git a/src/uipath/_cli/_push/models.py b/packages/uipath/src/uipath/_cli/_push/models.py
similarity index 100%
rename from src/uipath/_cli/_push/models.py
rename to packages/uipath/src/uipath/_cli/_push/models.py
diff --git a/src/uipath/_cli/_push/sw_file_handler.py b/packages/uipath/src/uipath/_cli/_push/sw_file_handler.py
similarity index 97%
rename from src/uipath/_cli/_push/sw_file_handler.py
rename to packages/uipath/src/uipath/_cli/_push/sw_file_handler.py
index 891c8b4e1..504d1019d 100644
--- a/src/uipath/_cli/_push/sw_file_handler.py
+++ b/packages/uipath/src/uipath/_cli/_push/sw_file_handler.py
@@ -527,12 +527,25 @@ async def upload_source_files(
         remote_files = self._get_remote_files(structure)
 
         # Get files to upload and process them
-        local_files = files_to_include(
+        local_files, skipped_files = files_to_include(
             pack_options,
             self.directory,
             self.include_uv_lock,
         )
 
+        # Log skipped files from root evals folder
+        if skipped_files:
+            evals_folder_path = os.path.join(self.directory, "evals")
+            logger.info(
+                f"Skipping {len(skipped_files)} file(s) in evals folder ({evals_folder_path}): {', '.join(skipped_files)}"
+            )
+            for skipped_file in skipped_files:
+                yield UpdateEvent(
+                    file_path=skipped_file,
+                    status="skipped",
+                    message=f"Skipping '{skipped_file}' (evals folder)",
+                )
+
         updates = await self._process_file_uploads(local_files, remote_files)
 
         # Yield all updates
diff --git a/packages/uipath/src/uipath/_cli/_telemetry.py b/packages/uipath/src/uipath/_cli/_telemetry.py
new file mode 100644
index 000000000..7adc54410
--- /dev/null
+++ b/packages/uipath/src/uipath/_cli/_telemetry.py
@@ -0,0 +1,202 @@
+import logging
+import os
+import time
+from functools import wraps
+from importlib.metadata import version
+from typing import Any, Callable, Dict, Optional
+
+from uipath._cli._utils._common import get_claim_from_token
+from uipath.platform.common import UiPathConfig
+from uipath.telemetry._track import (
+    _get_project_key,
+    is_telemetry_enabled,
+    track_cli_event,
+)
+
+logger = logging.getLogger(__name__)
+
+# Telemetry event name template for Application Insights
+CLI_COMMAND_EVENT = "Cli.{command}"
+
+
+class CliTelemetryTracker:
+    """Tracks CLI command execution and sends telemetry to Application Insights.
+
+    Sends a single event per command execution at completion with:
+    - Status: "Completed" or "Failed"
+    - Success: Boolean indicating success/failure
+    - Error details (if failed)
+    """
+
+    def __init__(self) -> None:
+        self._start_times: Dict[str, float] = {}
+
+    @staticmethod
+    def _get_event_name(command: str) -> str:
+        return f"Cli.{command.capitalize()}"
+
+    def _enrich_properties(self, properties: Dict[str, Any]) -> None:
+        """Enrich properties with common context information.
+
+        Args:
+            properties: The properties dictionary to enrich.
+        """
+        # Add UiPath context
+        project_key = _get_project_key()
+        if project_key:
+            properties["AgentId"] = project_key
+
+        # Get organization ID
+        if UiPathConfig.organization_id:
+            properties["CloudOrganizationId"] = UiPathConfig.organization_id
+
+        # Get tenant ID
+        if UiPathConfig.tenant_id:
+            properties["CloudTenantId"] = UiPathConfig.tenant_id
+
+        # Get CloudUserId from JWT token
+        try:
+            cloud_user_id = get_claim_from_token("sub")
+            if cloud_user_id:
+                properties["CloudUserId"] = cloud_user_id
+        except Exception:
+            pass
+
+        properties["SessionId"] = "nosession"  # Placeholder for session ID
+
+        try:
+            properties["SDKVersion"] = version("uipath")
+        except Exception:
+            pass
+
+        properties["IsGithubCI"] = bool(os.getenv("GITHUB_ACTIONS"))
+
+        # Add source identifier
+        properties["Source"] = "uipath-python-cli"
+        properties["ApplicationName"] = "UiPath.AgentCli"
+
+    def track_command_start(self, command: str) -> None:
+        """Record the start time for duration calculation."""
+        try:
+            self._start_times[command] = time.time()
+            logger.debug(f"Started tracking CLI command: {command}")
+
+        except Exception as e:
+            logger.debug(f"Error recording CLI command start time: {e}")
+
+    def track_command_end(
+        self,
+        command: str,
+        duration_ms: Optional[int] = None,
+    ) -> None:
+        try:
+            if duration_ms is None:
+                start_time = self._start_times.pop(command, None)
+                if start_time:
+                    duration_ms = int((time.time() - start_time) * 1000)
+
+            properties: Dict[str, Any] = {
+                "Command": command,
+                "Status": "Completed",
+                "Success": True,
+            }
+
+            if duration_ms is not None:
+                properties["DurationMs"] = duration_ms
+
+            self._enrich_properties(properties)
+
+            track_cli_event(self._get_event_name(command), properties)
+            logger.debug(f"Tracked CLI command completed: {command}")
+
+        except Exception as e:
+            logger.debug(f"Error tracking CLI command end: {e}")
+
+    def track_command_failed(
+        self,
+        command: str,
+        duration_ms: Optional[int] = None,
+        exception: Optional[Exception] = None,
+    ) -> None:
+        try:
+            if duration_ms is None:
+                start_time = self._start_times.pop(command, None)
+                if start_time:
+                    duration_ms = int((time.time() - start_time) * 1000)
+
+            properties: Dict[str, Any] = {
+                "Command": command,
+                "Status": "Failed",
+                "Success": False,
+            }
+
+            if duration_ms is not None:
+                properties["DurationMs"] = duration_ms
+
+            if exception is not None:
+                properties["ErrorType"] = type(exception).__name__
+                properties["ErrorMessage"] = str(exception)[:500]
+
+            self._enrich_properties(properties)
+
+            track_cli_event(self._get_event_name(command), properties)
+            logger.debug(f"Tracked CLI command failed: {command}")
+
+        except Exception as e:
+            logger.debug(f"Error tracking CLI command failed: {e}")
+
+
+def track_command(command: str) -> Callable[..., Any]:
+    """Decorator to track CLI command execution.
+
+    Sends an event (Cli.<Command>) to Application Insights at command
+    completion with the execution outcome.
+
+    Properties tracked include:
+    - Command: The command name
+    - Status: Execution outcome ("Completed" or "Failed")
+    - Success: Whether the command succeeded (true/false)
+    - DurationMs: Execution time in milliseconds
+    - ErrorType: Exception type name (on failure)
+    - ErrorMessage: Exception message (on failure, truncated to 500 chars)
+    - AgentId: Project key from .uipath/.telemetry.json (GUID)
+    - Version: Package version (uipath package)
+    - ProjectId, CloudOrganizationId, etc. (if available)
+
+    Telemetry failures are silently ignored to ensure CLI execution
+    is never blocked by telemetry issues.
+
+    Args:
+        command: The CLI command name (e.g., "pack", "publish", "run").
+
+    Returns:
+        A decorator function that wraps the CLI command.
+
+    Example:
+        @click.command()
+        @track_command("pack")
+        def pack(root, nolock):
+            ...
+    """
+
+    def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
+        @wraps(func)
+        def wrapper(*args: Any, **kwargs: Any) -> Any:
+            if not is_telemetry_enabled() or UiPathConfig.job_key:
+                return func(*args, **kwargs)
+
+            tracker = CliTelemetryTracker()
+            tracker.track_command_start(command)
+
+            try:
+                result = func(*args, **kwargs)
+                tracker.track_command_end(command)
+                return result
+
+            except Exception as e:
+                tracker.track_command_failed(command, exception=e)
+                raise
+
+        return wrapper
+
+    return decorator
diff --git a/src/uipath/_cli/_templates/.psmdcp.template b/packages/uipath/src/uipath/_cli/_templates/.psmdcp.template
similarity index 100%
rename from src/uipath/_cli/_templates/.psmdcp.template
rename to packages/uipath/src/uipath/_cli/_templates/.psmdcp.template
diff --git a/src/uipath/_cli/_templates/.rels.template b/packages/uipath/src/uipath/_cli/_templates/.rels.template
similarity index 100%
rename from src/uipath/_cli/_templates/.rels.template
rename to packages/uipath/src/uipath/_cli/_templates/.rels.template
diff --git a/src/uipath/_cli/_templates/[Content_Types].xml.template b/packages/uipath/src/uipath/_cli/_templates/[Content_Types].xml.template
similarity index 100%
rename from src/uipath/_cli/_templates/[Content_Types].xml.template
rename to packages/uipath/src/uipath/_cli/_templates/[Content_Types].xml.template
diff --git a/src/uipath/_cli/_templates/custom_evaluator.py.template b/packages/uipath/src/uipath/_cli/_templates/custom_evaluator.py.template
similarity index 100%
rename from src/uipath/_cli/_templates/custom_evaluator.py.template
rename to packages/uipath/src/uipath/_cli/_templates/custom_evaluator.py.template
diff --git a/src/uipath/_cli/_templates/main.py.template b/packages/uipath/src/uipath/_cli/_templates/main.py.template
similarity index 100%
rename from src/uipath/_cli/_templates/main.py.template
rename to packages/uipath/src/uipath/_cli/_templates/main.py.template
diff --git a/src/uipath/_cli/_templates/package.nuspec.template b/packages/uipath/src/uipath/_cli/_templates/package.nuspec.template
similarity index 100%
rename from src/uipath/_cli/_templates/package.nuspec.template
rename to packages/uipath/src/uipath/_cli/_templates/package.nuspec.template
diff --git a/src/uipath/_cli/_utils/_common.py b/packages/uipath/src/uipath/_cli/_utils/_common.py
similarity index 78%
rename from src/uipath/_cli/_utils/_common.py
rename to packages/uipath/src/uipath/_cli/_utils/_common.py
index 23208f8d1..24a53f877 100644
--- a/src/uipath/_cli/_utils/_common.py
+++ b/packages/uipath/src/uipath/_cli/_utils/_common.py
@@ -1,16 +1,19 @@
 import json
+import logging
 import os
-import uuid
-from datetime import date, datetime, time
+from datetime import datetime
 from pathlib import Path
 from typing import Literal
 from urllib.parse import urlparse
 
 import click
 
-from uipath.platform.common import UiPathConfig
+from uipath.platform.common import (
+    ResourceOverwrite,
+    ResourceOverwriteParser,
+    UiPathConfig,
+)
 
-from ..._utils._bindings import ResourceOverwrite, ResourceOverwriteParser
 from ..._utils.constants import ENV_UIPATH_ACCESS_TOKEN
 from ..spinner import Spinner
 from ._console import ConsoleLogger
@@ -20,6 +23,8 @@
     StudioProjectMetadata,
 )
 
+logger = logging.getLogger(__name__)
+
 
 def get_claim_from_token(claim_name: str) -> str | None:
     import jwt
@@ -70,37 +75,6 @@ def get_env_vars(spinner: Spinner | None = None) -> list[str]:
     return [base_url, token]
 
 
-def serialize_object(obj):
-    """Recursively serializes an object and all its nested components."""
-    # Handle Pydantic models
-    if hasattr(obj, "model_dump"):
-        return serialize_object(obj.model_dump(by_alias=True))
-    elif hasattr(obj, "dict"):
-        return serialize_object(obj.dict())
-    elif hasattr(obj, "to_dict"):
-        return serialize_object(obj.to_dict())
-    elif isinstance(obj, (datetime, date, time)):
-        return obj.isoformat()
-    # Handle dictionaries
-    elif isinstance(obj, dict):
-        return {k: serialize_object(v) for k, v in obj.items()}
-    # Handle lists
-    elif isinstance(obj, list):
-        return [serialize_object(item) for item in obj]
-    # Handle other iterable objects (convert to dict first)
-    elif hasattr(obj, "__iter__") and not isinstance(obj, (str, bytes)):
-        try:
-            return serialize_object(dict(obj))
-        except (TypeError, ValueError):
-            return obj
-    # UUIDs must be serialized explicitly
-    elif isinstance(obj, uuid.UUID):
-        return str(obj)
-    # Return primitive types as is
-    else:
-        return obj
-
-
 def get_org_scoped_url(base_url: str) -> str:
     """Get organization scoped URL from base URL.
 
@@ -145,7 +119,6 @@ async def ensure_coded_agent_project(studio_client: StudioClient):
 async def may_override_files(
     studio_client: StudioClient, scope: Literal["remote", "local"]
 ) -> bool:
-    from datetime import datetime
 
     from packaging import version
 
@@ -208,12 +181,25 @@ async def read_resource_overwrites_from_file(
                 .get("resourceOverwrites", {})
             )
             for key, value in resource_overwrites.items():
-                overwrites_dict[key] = ResourceOverwriteParser.parse(key, value)
+                try:
+                    overwrites_dict[key] = ResourceOverwriteParser.parse(key, value)
+                except Exception as e:
+                    logger.warning(
+                        "Skipping unrecognized resource overwrite '%s': %s",
+                        key,
+                        e,
+                    )
+
+            logger.debug(
+                "Loaded %d resource overwrite(s) from file %s",
+                len(overwrites_dict),
+                file_path,
+            )
 
     # Return empty dict if file doesn't exist or invalid json
     except FileNotFoundError:
-        pass
-    except json.JSONDecodeError:
-        pass
+        logger.debug("Resource overwrites config file not found: %s", file_path)
+    except json.JSONDecodeError as e:
+        logger.warning("Failed to parse resource overwrites from %s: %s", file_path, e)
 
     return overwrites_dict
diff --git a/src/uipath/_cli/_utils/_console.py b/packages/uipath/src/uipath/_cli/_utils/_console.py
similarity index 99%
rename from src/uipath/_cli/_utils/_console.py
rename to packages/uipath/src/uipath/_cli/_utils/_console.py
index 7f028a707..d7ac1ee05 100644
--- a/src/uipath/_cli/_utils/_console.py
+++ b/packages/uipath/src/uipath/_cli/_utils/_console.py
@@ -2,7 +2,7 @@
 
 from contextlib import contextmanager
 from enum import Enum
-from typing import Any, Iterator, Type
+from typing import Any, Iterator, NoReturn, Type
 
 import click
 from rich.console import Console
@@ -101,7 +101,7 @@ def success(self, message: str) -> None:
         """Log a success message."""
         self.log(message, LogLevel.SUCCESS)
 
-    def error(self, message: str, include_traceback: bool = False) -> None:
+    def error(self, message: str, include_traceback: bool = False) -> NoReturn:
         """Log an error message with optional traceback.
 
         Args:
diff --git a/src/uipath/_cli/_utils/_constants.py b/packages/uipath/src/uipath/_cli/_utils/_constants.py
similarity index 100%
rename from src/uipath/_cli/_utils/_constants.py
rename to packages/uipath/src/uipath/_cli/_utils/_constants.py
diff --git a/src/uipath/_cli/_utils/_context.py b/packages/uipath/src/uipath/_cli/_utils/_context.py
similarity index 100%
rename from src/uipath/_cli/_utils/_context.py
rename to packages/uipath/src/uipath/_cli/_utils/_context.py
diff --git a/src/uipath/_cli/_utils/_debug.py b/packages/uipath/src/uipath/_cli/_utils/_debug.py
similarity index 100%
rename from src/uipath/_cli/_utils/_debug.py
rename to packages/uipath/src/uipath/_cli/_utils/_debug.py
diff --git a/src/uipath/_cli/_utils/_folders.py b/packages/uipath/src/uipath/_cli/_utils/_folders.py
similarity index 100%
rename from src/uipath/_cli/_utils/_folders.py
rename to packages/uipath/src/uipath/_cli/_utils/_folders.py
diff --git a/src/uipath/_cli/_utils/_formatters.py b/packages/uipath/src/uipath/_cli/_utils/_formatters.py
similarity index 100%
rename from src/uipath/_cli/_utils/_formatters.py
rename to packages/uipath/src/uipath/_cli/_utils/_formatters.py
diff --git a/src/uipath/_cli/_utils/_help_json.py b/packages/uipath/src/uipath/_cli/_utils/_help_json.py
similarity index 100%
rename from src/uipath/_cli/_utils/_help_json.py
rename to packages/uipath/src/uipath/_cli/_utils/_help_json.py
diff --git a/src/uipath/_cli/_utils/_parallelization.py b/packages/uipath/src/uipath/_cli/_utils/_parallelization.py
similarity index 100%
rename from src/uipath/_cli/_utils/_parallelization.py
rename to packages/uipath/src/uipath/_cli/_utils/_parallelization.py
diff --git a/src/uipath/_cli/_utils/_processes.py b/packages/uipath/src/uipath/_cli/_utils/_processes.py
similarity index 100%
rename from src/uipath/_cli/_utils/_processes.py
rename to packages/uipath/src/uipath/_cli/_utils/_processes.py
diff --git a/src/uipath/_cli/_utils/_project_files.py b/packages/uipath/src/uipath/_cli/_utils/_project_files.py
similarity index 96%
rename from src/uipath/_cli/_utils/_project_files.py
rename to packages/uipath/src/uipath/_cli/_utils/_project_files.py
index 85664bef9..01ec36de5 100644
--- a/src/uipath/_cli/_utils/_project_files.py
+++ b/packages/uipath/src/uipath/_cli/_utils/_project_files.py
@@ -373,7 +373,7 @@ def files_to_include(
     directory: str,
     include_uv_lock: bool = True,
     directories_to_ignore: list[str] | None = None,
-) -> list[FileInfo]:
+) -> tuple[list[FileInfo], list[str]]:
     """Get list of files to include in the project based on configuration.
 
     Walks through the directory tree and identifies files to include based on extensions
@@ -386,7 +386,7 @@ def files_to_include(
         directories_to_ignore: List of directories to ignore
 
     Returns:
-        list[FileInfo]: List of file information objects for included files
+        tuple[list[FileInfo], list[str]]: Tuple of (included files, skipped file paths)
     """
     file_extensions_included = [".py", ".mermaid", ".json", ".yaml", ".yml", ".md"]
     files_included = ["pyproject.toml"]
@@ -422,8 +422,15 @@ def is_venv_dir(d: str) -> bool:
         )
 
     extra_files: list[FileInfo] = []
+    skipped_files: list[str] = []
+
     # Walk through directory and return all files in the allowlist
     for root, dirs, files in os.walk(directory):
+        # Determine if we're in the root evals folder
+        root_rel_path = os.path.relpath(root, directory)
+        normalized_root_rel_path = root_rel_path.replace(os.sep, "/")
+        is_root_evals_folder = normalized_root_rel_path == "evals"
+
         # Skip all directories that start with . or are a venv or are excluded
         included_dirs = []
         for d in dirs:
@@ -461,6 +468,11 @@ def is_venv_dir(d: str) -> bool:
             # Normalize the path
             normalized_rel_path = rel_path.replace(os.sep, "/")
 
+            # Skip files in the root evals folder (but allow eval-set and evaluators subdirectories)
+            if is_root_evals_folder:
+                skipped_files.append(normalized_rel_path)
+                continue
+
             # Check inclusion: by extension, by filename (for base directory), or by relative path
             should_include = (
                 file_extension in file_extensions_included
@@ -489,7 +501,7 @@ def is_venv_dir(d: str) -> bool:
                         is_binary=is_binary_file(file_extension),
                     )
                 )
-    return extra_files
+    return extra_files, skipped_files
 
 
 def compute_normalized_hash(content: str) -> str:
diff --git a/src/uipath/_cli/_utils/_resources.py b/packages/uipath/src/uipath/_cli/_utils/_resources.py
similarity index 100%
rename from src/uipath/_cli/_utils/_resources.py
rename to packages/uipath/src/uipath/_cli/_utils/_resources.py
diff --git a/src/uipath/_cli/_utils/_service_base.py b/packages/uipath/src/uipath/_cli/_utils/_service_base.py
similarity index 100%
rename from src/uipath/_cli/_utils/_service_base.py
rename to packages/uipath/src/uipath/_cli/_utils/_service_base.py
diff --git a/src/uipath/_cli/_utils/_service_cli_generator.py b/packages/uipath/src/uipath/_cli/_utils/_service_cli_generator.py
similarity index 100%
rename from src/uipath/_cli/_utils/_service_cli_generator.py
rename to packages/uipath/src/uipath/_cli/_utils/_service_cli_generator.py
diff --git a/src/uipath/_cli/_utils/_service_metadata.py b/packages/uipath/src/uipath/_cli/_utils/_service_metadata.py
similarity index 100%
rename from src/uipath/_cli/_utils/_service_metadata.py
rename to packages/uipath/src/uipath/_cli/_utils/_service_metadata.py
diff --git a/src/uipath/_cli/_utils/_service_protocol.py b/packages/uipath/src/uipath/_cli/_utils/_service_protocol.py
similarity index 100%
rename from src/uipath/_cli/_utils/_service_protocol.py
rename to packages/uipath/src/uipath/_cli/_utils/_service_protocol.py
diff --git a/src/uipath/_cli/_utils/_studio_project.py b/packages/uipath/src/uipath/_cli/_utils/_studio_project.py
similarity index 98%
rename from src/uipath/_cli/_utils/_studio_project.py
rename to packages/uipath/src/uipath/_cli/_utils/_studio_project.py
index 320440503..626a5fb06 100644
--- a/src/uipath/_cli/_utils/_studio_project.py
+++ b/packages/uipath/src/uipath/_cli/_utils/_studio_project.py
@@ -1,4 +1,5 @@
 import json
+import logging
 import os
 from enum import Enum
 from functools import wraps
@@ -8,7 +9,6 @@
 import click
 from pydantic import BaseModel, ConfigDict, Field, field_validator
 
-from uipath._utils._bindings import ResourceOverwrite, ResourceOverwriteParser
 from uipath._utils.constants import (
     ENV_TENANT_ID,
     HEADER_SW_LOCK_KEY,
@@ -17,10 +17,16 @@
     STUDIO_METADATA_FILE,
 )
 from uipath.platform import UiPath
-from uipath.platform.common import UiPathConfig
+from uipath.platform.common import (
+    ResourceOverwrite,
+    ResourceOverwriteParser,
+    UiPathConfig,
+)
 from uipath.platform.errors import EnrichedException
 from uipath.tracing import traced
 
+logger = logging.getLogger(__name__)
+
 
 class NonCodedAgentProjectException(Exception):
     """Raised when the targeted project is not a coded agent one."""
@@ -545,6 +551,10 @@ async def get_resource_overwrites(self) -> dict[str, ResourceOverwrite]:
             dict[str, ResourceOverwrite]: Dict of resource overwrites
         """
         if not os.path.exists(UiPathConfig.bindings_file_path):
+            logger.debug(
+                "Bindings file not found at %s, no overwrites to fetch from Studio",
+                UiPathConfig.bindings_file_path,
+            )
             return {}
 
         with open(UiPathConfig.bindings_file_path, "rb") as f:
@@ -577,6 +587,13 @@ async def get_resource_overwrites(self) -> dict[str, ResourceOverwrite]:
         for key, value in data.items():
             overwrites[key] = ResourceOverwriteParser.parse(key, value)
 
+        logger.debug(
+            "Loaded %d resource overwrite(s) from Studio API for solution %s: %s",
+            len(overwrites),
+            solution_id,
+            overwrites,
+        )
+
         return overwrites
 
     async def create_virtual_resource(
diff --git a/src/uipath/_cli/_utils/_tracing.py b/packages/uipath/src/uipath/_cli/_utils/_tracing.py
similarity index 100%
rename from src/uipath/_cli/_utils/_tracing.py
rename to packages/uipath/src/uipath/_cli/_utils/_tracing.py
diff --git a/src/uipath/_cli/_utils/_type_registry.py b/packages/uipath/src/uipath/_cli/_utils/_type_registry.py
similarity index 100%
rename from src/uipath/_cli/_utils/_type_registry.py
rename to packages/uipath/src/uipath/_cli/_utils/_type_registry.py
diff --git a/src/uipath/_cli/_utils/_uv_helpers.py b/packages/uipath/src/uipath/_cli/_utils/_uv_helpers.py
similarity index 100%
rename from src/uipath/_cli/_utils/_uv_helpers.py
rename to packages/uipath/src/uipath/_cli/_utils/_uv_helpers.py
diff --git a/src/uipath/_cli/_utils/_validators.py b/packages/uipath/src/uipath/_cli/_utils/_validators.py
similarity index 100%
rename from src/uipath/_cli/_utils/_validators.py
rename to packages/uipath/src/uipath/_cli/_utils/_validators.py
diff --git a/src/uipath/_cli/cli_add.py b/packages/uipath/src/uipath/_cli/cli_add.py
similarity index 97%
rename from src/uipath/_cli/cli_add.py
rename to packages/uipath/src/uipath/_cli/cli_add.py
index b8bb92990..3ddfa21d7 100644
--- a/src/uipath/_cli/cli_add.py
+++ b/packages/uipath/src/uipath/_cli/cli_add.py
@@ -6,7 +6,9 @@
 
 import click
 
-from .._utils.constants import EVALS_FOLDER
+from uipath.eval.constants import EVALS_FOLDER
+
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from ._utils._resources import Resources
 
@@ -84,6 +86,7 @@ def create_evaluator(evaluator_name):
 @click.command()
 @click.argument("resource", required=True)
 @click.argument("args", nargs=-1)
+@track_command("add")
 def add(resource: str, args: tuple[str]) -> None:
     """Create a local resource.
 
diff --git a/src/uipath/_cli/cli_auth.py b/packages/uipath/src/uipath/_cli/cli_auth.py
similarity index 100%
rename from src/uipath/_cli/cli_auth.py
rename to packages/uipath/src/uipath/_cli/cli_auth.py
diff --git a/src/uipath/_cli/cli_debug.py b/packages/uipath/src/uipath/_cli/cli_debug.py
similarity index 52%
rename from src/uipath/_cli/cli_debug.py
rename to packages/uipath/src/uipath/_cli/cli_debug.py
index ab757f53a..379806627 100644
--- a/src/uipath/_cli/cli_debug.py
+++ b/packages/uipath/src/uipath/_cli/cli_debug.py
@@ -1,10 +1,15 @@
 import asyncio
-import json
-import uuid
-from pathlib import Path
+import logging
 
 import click
+
+from uipath._cli._chat._bridge import get_chat_bridge
+from uipath._cli._debug._bridge import get_debug_bridge
+from uipath._cli._utils._debug import setup_debugging
+from uipath._cli._utils._studio_project import StudioClient
 from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.mocks import UiPathMockRuntime
+from uipath.platform.common import ResourceOverwritesContext, UiPathConfig
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathRuntimeContext,
@@ -14,81 +19,14 @@
 )
 from uipath.runtime.chat import UiPathChatProtocol, UiPathChatRuntime
 from uipath.runtime.debug import UiPathDebugProtocol, UiPathDebugRuntime
-
-from uipath._cli._chat._bridge import get_chat_bridge
-from uipath._cli._debug._bridge import get_debug_bridge
-from uipath._cli._evals._span_collection import ExecutionSpanCollector
-from uipath._cli._evals.mocks.mocks import (
-    clear_execution_context,
-    set_execution_context,
-)
-from uipath._cli._evals.mocks.types import (
-    LLMMockingStrategy,
-    MockingContext,
-    MockingStrategyType,
-    ToolSimulation,
-)
-from uipath._cli._utils._debug import setup_debugging
-from uipath._cli._utils._studio_project import StudioClient
-from uipath._utils._bindings import ResourceOverwritesContext
-from uipath.platform.common import UiPathConfig
 from uipath.tracing import LiveTrackingSpanProcessor, LlmOpsHttpExporter
 
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from .middlewares import Middlewares
 
 console = ConsoleLogger()
-
-
-def load_simulation_config() -> MockingContext | None:
-    """Load simulation.json from current directory and convert to MockingContext.
-
-    Returns:
-        MockingContext with LLM mocking strategy if simulation.json exists and is valid,
-        None otherwise.
-    """
-    simulation_path = Path.cwd() / "simulation.json"
-
-    if not simulation_path.exists():
-        return None
-
-    try:
-        with open(simulation_path, "r", encoding="utf-8") as f:
-            simulation_data = json.load(f)
-
-        # Check if simulation is enabled
-        if not simulation_data.get("enabled", True):
-            return None
-
-        # Extract tools to simulate
-        tools_to_simulate = [
-            ToolSimulation(name=tool["name"])
-            for tool in simulation_data.get("toolsToSimulate", [])
-        ]
-
-        if not tools_to_simulate:
-            return None
-
-        # Create LLM mocking strategy
-        mocking_strategy = LLMMockingStrategy(
-            type=MockingStrategyType.LLM,
-            prompt=simulation_data.get("instructions", ""),
-            tools_to_simulate=tools_to_simulate,
-        )
-
-        # Create MockingContext for debugging
-        mocking_context = MockingContext(
-            strategy=mocking_strategy,
-            name="debug-simulation",
-            inputs={},
-        )
-
-        console.info(f"Loaded simulation config for {len(tools_to_simulate)} tool(s)")
-        return mocking_context
-
-    except Exception as e:
-        console.warning(f"Failed to load simulation.json: {e}")
-        return None
+logger = logging.getLogger(__name__)
 
 
 @click.command()
@@ -125,6 +63,7 @@ def load_simulation_config() -> MockingContext | None:
     default=5678,
     help="Port for the debug server (default: 5678)",
 )
+@track_command("debug")
 def debug(
     entrypoint: str | None,
     input: str | None,
@@ -174,22 +113,8 @@ async def execute_debug_runtime():
                     trace_manager=trace_manager,
                     command="debug",
                 ) as ctx:
-                    runtime: UiPathRuntimeProtocol | None = None
-                    chat_runtime: UiPathRuntimeProtocol | None = None
-                    debug_runtime: UiPathRuntimeProtocol | None = None
                     factory: UiPathRuntimeFactoryProtocol | None = None
 
-                    # Load simulation config and set up execution context for tool mocking
-                    mocking_ctx = load_simulation_config()
-                    span_collector: ExecutionSpanCollector | None = None
-                    execution_id = str(uuid.uuid4())
-
-                    if mocking_ctx:
-                        # Create span collector for trace access during mocking
-                        span_collector = ExecutionSpanCollector()
-                        # Set execution context to enable tool simulation
-                        set_execution_context(mocking_ctx, span_collector, execution_id)
-
                     try:
                         trigger_poll_interval: float = 5.0
 
@@ -201,65 +126,73 @@ async def execute_debug_runtime():
                             else None
                         )
 
-                        runtime = await factory.new_runtime(
-                            entrypoint, ctx.conversation_id or ctx.job_id or "default"
-                        )
-
-                        if ctx.job_id and UiPathConfig.is_tracing_enabled:
-                            trace_manager.add_span_processor(
-                                LiveTrackingSpanProcessor(
-                                    LlmOpsHttpExporter(),
-                                    settings=trace_settings,
+                        if ctx.job_id:
+                            if UiPathConfig.is_tracing_enabled:
+                                trace_manager.add_span_processor(
+                                    LiveTrackingSpanProcessor(
+                                        LlmOpsHttpExporter(),
+                                        settings=trace_settings,
+                                    )
                                 )
-                            )
                             trigger_poll_interval = (
                                 0.0  # Polling disabled for production jobs
                             )
+
+                        async def execute_debug_runtime():
+                            chat_runtime: UiPathRuntimeProtocol | None = None
+                            debug_bridge: UiPathDebugProtocol = get_debug_bridge(ctx)
+
+                            runtime = await factory.new_runtime(
+                                entrypoint,
+                                ctx.conversation_id or ctx.job_id or "default",
+                            )
+
+                            delegate = runtime
                             if ctx.conversation_id and ctx.exchange_id:
                                 chat_bridge: UiPathChatProtocol = get_chat_bridge(
                                     context=ctx
                                 )
                                 chat_runtime = UiPathChatRuntime(
-                                    delegate=runtime, chat_bridge=chat_bridge
+                                    delegate=delegate, chat_bridge=chat_bridge
                                 )
+                                delegate = chat_runtime
 
-                        debug_bridge: UiPathDebugProtocol = get_debug_bridge(ctx)
-
-                        debug_runtime = UiPathDebugRuntime(
-                            delegate=chat_runtime or runtime,
-                            debug_bridge=debug_bridge,
-                            trigger_poll_interval=trigger_poll_interval,
-                        )
+                            debug_runtime = UiPathDebugRuntime(
+                                delegate=delegate,
+                                debug_bridge=debug_bridge,
+                                trigger_poll_interval=trigger_poll_interval,
+                            )
 
-                        project_id = UiPathConfig.project_id
+                            mock_runtime = UiPathMockRuntime(
+                                delegate=debug_runtime,
+                            )
 
-                        if project_id:
+                            try:
+                                ctx.result = await mock_runtime.execute(
+                                    ctx.get_input(),
+                                    options=UiPathExecuteOptions(resume=resume),
+                                )
+                            finally:
+                                await mock_runtime.dispose()
+                                await debug_runtime.dispose()
+                                if chat_runtime:
+                                    await chat_runtime.dispose()
+                                await runtime.dispose()
+
+                        if project_id := UiPathConfig.project_id:
                             studio_client = StudioClient(project_id)
 
                             async with ResourceOverwritesContext(
                                 lambda: studio_client.get_resource_overwrites()
                             ):
-                                ctx.result = await debug_runtime.execute(
-                                    ctx.get_input(),
-                                    options=UiPathExecuteOptions(resume=resume),
-                                )
+                                await execute_debug_runtime()
                         else:
-                            ctx.result = await debug_runtime.execute(
-                                ctx.get_input(),
-                                options=UiPathExecuteOptions(resume=resume),
+                            logger.debug(
+                                "No UIPATH_PROJECT_ID configured, executing without resource overwrites"
                             )
+                            await execute_debug_runtime()
 
                     finally:
-                        # Clear execution context after debugging completes
-                        if mocking_ctx:
-                            clear_execution_context()
-
-                        if debug_runtime:
-                            await debug_runtime.dispose()
-                        if chat_runtime:
-                            await chat_runtime.dispose()
-                        if runtime:
-                            await runtime.dispose()
                         if factory:
                             await factory.dispose()
 
diff --git a/src/uipath/_cli/cli_deploy.py b/packages/uipath/src/uipath/_cli/cli_deploy.py
similarity index 92%
rename from src/uipath/_cli/cli_deploy.py
rename to packages/uipath/src/uipath/_cli/cli_deploy.py
index a80d713c8..087fb890c 100644
--- a/src/uipath/_cli/cli_deploy.py
+++ b/packages/uipath/src/uipath/_cli/cli_deploy.py
@@ -1,5 +1,6 @@
 import click
 
+from ._telemetry import track_command
 from .cli_pack import pack
 from .cli_publish import publish
 
@@ -27,6 +28,7 @@
     help="Folder name to publish to (skips interactive selection)",
 )
 @click.argument("root", type=str, default="./")
+@track_command("deploy")
 def deploy(root, feed, folder):
     """Pack and publish the project."""
     ctx = click.get_current_context()
diff --git a/src/uipath/_cli/cli_dev.py b/packages/uipath/src/uipath/_cli/cli_dev.py
similarity index 98%
rename from src/uipath/_cli/cli_dev.py
rename to packages/uipath/src/uipath/_cli/cli_dev.py
index b81116ac1..62740dc4b 100644
--- a/src/uipath/_cli/cli_dev.py
+++ b/packages/uipath/src/uipath/_cli/cli_dev.py
@@ -2,12 +2,14 @@
 import signal
 
 import click
-from uipath.core.tracing import UiPathTraceManager
-from uipath.runtime import UiPathRuntimeContext, UiPathRuntimeFactoryRegistry
 
 from uipath._cli._utils._console import ConsoleLogger
 from uipath._cli._utils._debug import setup_debugging
 from uipath._cli.middlewares import Middlewares
+from uipath.core.tracing import UiPathTraceManager
+from uipath.runtime import UiPathRuntimeContext, UiPathRuntimeFactoryRegistry
+
+from ._telemetry import track_command
 
 console = ConsoleLogger()
 
@@ -31,7 +33,7 @@ def _check_dev_dependency(interface: str) -> None:
 @click.argument(
     "interface",
     type=click.Choice(["terminal", "web"], case_sensitive=False),
-    default="terminal",
+    default="web",
 )
 @click.option(
     "--debug",
@@ -44,6 +46,7 @@ def _check_dev_dependency(interface: str) -> None:
     default=5678,
     help="Port for the debug server (default: 5678)",
 )
+@track_command("dev")
 def dev(interface: str, debug: bool, debug_port: int) -> None:
     """Launch UiPath Developer Console.
 
diff --git a/src/uipath/_cli/cli_eval.py b/packages/uipath/src/uipath/_cli/cli_eval.py
similarity index 62%
rename from src/uipath/_cli/cli_eval.py
rename to packages/uipath/src/uipath/_cli/cli_eval.py
index 7bc4e1898..d0bdc730c 100644
--- a/src/uipath/_cli/cli_eval.py
+++ b/packages/uipath/src/uipath/_cli/cli_eval.py
@@ -3,34 +3,29 @@
 import logging
 import os
 import uuid
+from pathlib import Path
 from typing import Any
 
 import click
-from uipath.core.tracing import UiPathTraceManager
-from uipath.runtime import (
-    UiPathRuntimeContext,
-    UiPathRuntimeFactoryRegistry,
-    UiPathRuntimeProtocol,
-    UiPathRuntimeSchema,
-)
 
 from uipath._cli._evals._console_progress_reporter import ConsoleProgressReporter
-from uipath._cli._evals._evaluate import evaluate
-from uipath._cli._evals._models._evaluation_set import EvaluationSet
 from uipath._cli._evals._progress_reporter import StudioWebProgressReporter
-from uipath._cli._evals._runtime import (
-    LLMAgentRuntimeProtocol,
-    UiPathEvalContext,
-)
 from uipath._cli._evals._telemetry import EvalTelemetrySubscriber
 from uipath._cli._utils._folders import get_personal_workspace_key_async
 from uipath._cli._utils._studio_project import StudioClient
 from uipath._cli.middlewares import Middlewares
-from uipath._events._event_bus import EventBus
-from uipath._utils._bindings import ResourceOverwritesContext
-from uipath.eval._helpers import auto_discover_entrypoint
+from uipath.core.events import EventBus
+from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.helpers import EVAL_SETS_DIRECTORY_NAME, EvalHelpers
+from uipath.eval.models.evaluation_set import EvaluationSet
+from uipath.eval.runtime import UiPathEvalContext, evaluate
 from uipath.platform.chat import set_llm_concurrency
-from uipath.platform.common import UiPathConfig
+from uipath.platform.common import ResourceOverwritesContext, UiPathConfig
+from uipath.runtime import (
+    UiPathRuntimeContext,
+    UiPathRuntimeFactoryRegistry,
+    UiPathRuntimeSchema,
+)
 from uipath.telemetry._track import flush_events
 from uipath.tracing import (
     JsonLinesFileExporter,
@@ -39,7 +34,6 @@
 )
 
 from ._utils._console import ConsoleLogger
-from ._utils._eval_set import EvalHelpers
 
 logger = logging.getLogger(__name__)
 console = ConsoleLogger()
@@ -70,34 +64,7 @@ def setup_reporting_prereq(no_report: bool) -> bool:
     return True
 
 
-def _find_agent_model_in_runtime(runtime: UiPathRuntimeProtocol) -> str | None:
-    """Recursively search for get_agent_model in runtime and its delegates.
-
-    Runtimes may be wrapped (e.g., ResumableRuntime wraps TelemetryWrapper
-    which wraps the base runtime). This method traverses the wrapper chain
-    to find a runtime that implements LLMAgentRuntimeProtocol.
-
-    Args:
-        runtime: The runtime to check (may be a wrapper)
-
-    Returns:
-        The model name if found, None otherwise.
-    """
-    # Check if this runtime implements the protocol
-    if isinstance(runtime, LLMAgentRuntimeProtocol):
-        return runtime.get_agent_model()
-
-    # Check for delegate property (used by UiPathResumableRuntime, TelemetryRuntimeWrapper)
-    delegate = getattr(runtime, "delegate", None) or getattr(runtime, "_delegate", None)
-    if delegate is not None:
-        return _find_agent_model_in_runtime(delegate)
-
-    return None
-
-
-async def _get_agent_model(
-    runtime: UiPathRuntimeProtocol, schema: UiPathRuntimeSchema
-) -> str | None:
+def _get_agent_model(schema: UiPathRuntimeSchema) -> str | None:
     """Get agent model from the runtime schema metadata.
 
     The model is read from schema.metadata["settings"]["model"] which is
@@ -113,12 +80,7 @@ async def _get_agent_model(
             if model:
                 logger.debug(f"Got agent model from schema.metadata: {model}")
                 return model
-
-        # Fallback to protocol-based approach for backwards compatibility
-        model = _find_agent_model_in_runtime(runtime)
-        if model:
-            logger.debug(f"Got agent model from runtime protocol: {model}")
-        return model
+        return None
     except Exception:
         return None
 
@@ -173,6 +135,55 @@ def _resolve_model_settings_override(
     return override if override else None
 
 
+class _EvalDiscoveryError(Exception):
+    """Raised when auto-discovery of entrypoint or eval set fails."""
+
+    def __init__(self, entrypoints: list[str], eval_sets: list[Path]):
+        self.entrypoints = entrypoints
+        self.eval_sets = eval_sets
+
+
+def _discover_eval_sets() -> list[Path]:
+    """Discover available eval set files."""
+    eval_sets_dir = Path(EVAL_SETS_DIRECTORY_NAME)
+    if eval_sets_dir.exists():
+        return sorted(eval_sets_dir.glob("*.json"))
+    return []
+
+
+def _show_eval_usage_help(entrypoints: list[str], eval_set_files: list[Path]) -> None:
+    """Show available entrypoints and eval sets with usage examples."""
+    lines: list[str] = []
+
+    if entrypoints:
+        lines.append("Available entrypoints:")
+        for name in entrypoints:
+            lines.append(f"  - {name}")
+    else:
+        lines.append(
+            "No entrypoints found. "
+            "Add a 'functions' or 'agents' section to your config file "
+            "(e.g. uipath.json, langgraph.json)."
+        )
+
+    if eval_set_files:
+        lines.append("\nAvailable eval sets:")
+        for f in eval_set_files:
+            lines.append(f"  - {f}")
+    else:
+        lines.append(
+            f"\nNo eval sets found in '{EVAL_SETS_DIRECTORY_NAME}/' directory."
+        )
+
+    lines.append("\nUsage: uipath eval <entrypoint> <eval_set>")
+    if entrypoints and eval_set_files:
+        ep_name = entrypoints[0]
+        es_path = eval_set_files[0]
+        lines.append(f"Example: uipath eval {ep_name} {es_path}")
+
+    click.echo("\n".join(lines))
+
+
 @click.command()
 @click.argument("entrypoint", required=False)
 @click.argument("eval_set", required=False)
@@ -243,6 +254,12 @@ def _resolve_model_settings_override(
     default=False,
     help="Resume execution from a previous suspended state",
 )
+@click.option(
+    "--verbose",
+    is_flag=True,
+    default=False,
+    help="Include agent execution output (trace, result) in the output file",
+)
 def eval(
     entrypoint: str | None,
     eval_set: str | None,
@@ -258,6 +275,7 @@ def eval(
     max_llm_concurrency: int,
     input_overrides: dict[str, Any],
     resume: bool,
+    verbose: bool,
 ) -> None:
     """Run an evaluation set against the agent.
 
@@ -297,19 +315,13 @@ def eval(
 
     if result.should_continue:
         eval_context = UiPathEvalContext()
-
-        eval_context.entrypoint = entrypoint or auto_discover_entrypoint()
         eval_context.workers = workers
         eval_context.eval_set_run_id = eval_set_run_id
         eval_context.enable_mocker_cache = enable_mocker_cache
-
-        # Load eval set to resolve the path
-        eval_set_path = eval_set or EvalHelpers.auto_discover_eval_set()
-        _, resolved_eval_set_path = EvalHelpers.load_eval_set(eval_set_path, eval_ids)
-
         eval_context.report_coverage = report_coverage
         eval_context.input_overrides = input_overrides
         eval_context.resume = resume
+        eval_context.verbose = verbose
 
         try:
 
@@ -339,69 +351,102 @@ async def execute_eval():
                     eval_context.job_id = ctx.job_id
 
                     runtime_factory = UiPathRuntimeFactoryRegistry.get(context=ctx)
-                    factory_settings = await runtime_factory.get_settings()
-                    trace_settings = (
-                        factory_settings.trace_settings if factory_settings else None
-                    )
-
-                    if (
-                        ctx.job_id or should_register_progress_reporter
-                    ) and UiPathConfig.is_tracing_enabled:
-                        # Live tracking for Orchestrator or Studio Web
-                        # Uses UIPATH_TRACE_ID from environment for trace correlation
-                        trace_manager.add_span_processor(
-                            LiveTrackingSpanProcessor(
-                                LlmOpsHttpExporter(),
-                                settings=trace_settings,
+
+                    try:
+                        # Auto-discover entrypoint and eval set using the runtime factory
+                        resolved_entrypoint = entrypoint
+                        eval_set_path = eval_set
+
+                        available_entrypoints = runtime_factory.discover_entrypoints()
+                        available_eval_sets = _discover_eval_sets()
+
+                        if not resolved_entrypoint:
+                            if len(available_entrypoints) == 1:
+                                resolved_entrypoint = available_entrypoints[0]
+                            else:
+                                raise _EvalDiscoveryError(
+                                    available_entrypoints, available_eval_sets
+                                )
+
+                        if not eval_set_path:
+                            if len(available_eval_sets) == 1:
+                                eval_set_path = str(available_eval_sets[0])
+                            else:
+                                raise _EvalDiscoveryError(
+                                    available_entrypoints, available_eval_sets
+                                )
+
+                        eval_context.entrypoint = resolved_entrypoint
+
+                        # Load eval set and resolve the path
+                        loaded_eval_set, resolved_eval_set_path = (
+                            EvalHelpers.load_eval_set(
+                                eval_set_path, eval_ids, input_overrides=input_overrides
                             )
                         )
 
-                    if trace_file:
+                        factory_settings = await runtime_factory.get_settings()
                         trace_settings = (
                             factory_settings.trace_settings
                             if factory_settings
                             else None
                         )
-                        trace_manager.add_span_exporter(
-                            JsonLinesFileExporter(trace_file), settings=trace_settings
-                        )
 
-                    project_id = UiPathConfig.project_id
+                        if (
+                            ctx.job_id or should_register_progress_reporter
+                        ) and UiPathConfig.is_tracing_enabled:
+                            # Live tracking for Orchestrator or Studio Web
+                            # Uses UIPATH_TRACE_ID from environment for trace correlation
+                            trace_manager.add_span_processor(
+                                LiveTrackingSpanProcessor(
+                                    LlmOpsHttpExporter(),
+                                    settings=trace_settings,
+                                )
+                            )
+
+                        if trace_file:
+                            trace_settings = (
+                                factory_settings.trace_settings
+                                if factory_settings
+                                else None
+                            )
+                            trace_manager.add_span_exporter(
+                                JsonLinesFileExporter(trace_file),
+                                settings=trace_settings,
+                            )
+
+                        project_id = UiPathConfig.project_id
 
-                    eval_context.execution_id = (
-                        eval_context.job_id
-                        or eval_context.eval_set_run_id
-                        or str(uuid.uuid4())
-                    )
+                        eval_context.execution_id = (
+                            eval_context.job_id
+                            or eval_context.eval_set_run_id
+                            or str(uuid.uuid4())
+                        )
 
-                    # Load eval set (path is already resolved in cli_eval.py)
-                    eval_context.evaluation_set, _ = EvalHelpers.load_eval_set(
-                        resolved_eval_set_path, eval_ids
-                    )
+                        eval_context.evaluation_set = loaded_eval_set
 
-                    # Resolve model settings override from eval set
-                    settings_override = _resolve_model_settings_override(
-                        model_settings_id, eval_context.evaluation_set
-                    )
+                        # Resolve model settings override from eval set
+                        settings_override = _resolve_model_settings_override(
+                            model_settings_id, eval_context.evaluation_set
+                        )
 
-                    runtime = await runtime_factory.new_runtime(
-                        entrypoint=eval_context.entrypoint or "",
-                        runtime_id=eval_context.execution_id,
-                        settings=settings_override,
-                    )
+                        runtime = await runtime_factory.new_runtime(
+                            entrypoint=eval_context.entrypoint or "",
+                            runtime_id=eval_context.execution_id,
+                            settings=settings_override,
+                        )
 
-                    eval_context.runtime_schema = await runtime.get_schema()
+                        eval_context.runtime_schema = await runtime.get_schema()
 
-                    eval_context.evaluators = await EvalHelpers.load_evaluators(
-                        resolved_eval_set_path,
-                        eval_context.evaluation_set,
-                        await _get_agent_model(runtime, eval_context.runtime_schema),
-                    )
+                        eval_context.evaluators = await EvalHelpers.load_evaluators(
+                            resolved_eval_set_path,
+                            eval_context.evaluation_set,
+                            _get_agent_model(eval_context.runtime_schema),
+                        )
 
-                    # Runtime is not required anymore.
-                    await runtime.dispose()
+                        # Runtime is not required anymore.
+                        await runtime.dispose()
 
-                    try:
                         if project_id:
                             studio_client = StudioClient(project_id)
 
@@ -415,7 +460,9 @@ async def execute_eval():
                                     event_bus,
                                 )
                         else:
-                            # Fall back to execution without overwrites
+                            logger.debug(
+                                "No UIPATH_PROJECT_ID configured, executing evaluation without resource overwrites"
+                            )
                             ctx.result = await evaluate(
                                 runtime_factory,
                                 trace_manager,
@@ -423,11 +470,14 @@ async def execute_eval():
                                 event_bus,
                             )
                     finally:
-                        if runtime_factory:
-                            await runtime_factory.dispose()
+                        await runtime_factory.dispose()
 
             asyncio.run(execute_eval())
 
+        except _EvalDiscoveryError as e:
+            _show_eval_usage_help(e.entrypoints, e.eval_sets)
+        except ValueError as e:
+            console.error(str(e))
         except Exception as e:
             console.error(
                 f"Error occurred: {e or 'Execution failed'}", include_traceback=True
diff --git a/src/uipath/_cli/cli_init.py b/packages/uipath/src/uipath/_cli/cli_init.py
similarity index 98%
rename from src/uipath/_cli/cli_init.py
rename to packages/uipath/src/uipath/_cli/cli_init.py
index 723aeac2d..70c6200e0 100644
--- a/src/uipath/_cli/cli_init.py
+++ b/packages/uipath/src/uipath/_cli/cli_init.py
@@ -19,6 +19,8 @@
     Node,
     Subgraph,
 )
+
+from uipath.platform.common import UiPathConfig
 from uipath.runtime import (
     UiPathRuntimeContext,
     UiPathRuntimeFactoryProtocol,
@@ -27,10 +29,9 @@
 )
 from uipath.runtime.schema import UiPathRuntimeGraph, UiPathRuntimeSchema
 
-from uipath.platform.common import UiPathConfig
-
 from .._utils.constants import ENV_TELEMETRY_ENABLED
 from ..telemetry._constants import _PROJECT_KEY, _TELEMETRY_CONFIG_FILE
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from .middlewares import Middlewares
 from .models.runtime_schema import Bindings
@@ -326,6 +327,7 @@ def _display_entrypoint_graphs(entry_point_schemas: list[UiPathRuntimeSchema]) -
     default=False,
     help="Won't override existing .agent files and AGENTS.md file.",
 )
+@track_command("initialize")
 def init(no_agents_md_override: bool) -> None:
     """Initialize the project."""
     with console.spinner("Initializing UiPath project ..."):
@@ -367,7 +369,7 @@ async def initialize() -> list[UiPathRuntimeSchema]:
 
                     if not entrypoints:
                         console.warning(
-                            'No function entrypoints found. Add them to `uipath.json` under "functions": {"my_function": "src/main.py:main"}'
+                            'No entrypoints found. Add them to `uipath.json` under "functions" or "agents": {"my_function": "src/main.py:main"}'
                         )
 
                     # Gather schemas from all discovered runtimes
diff --git a/src/uipath/_cli/cli_invoke.py b/packages/uipath/src/uipath/_cli/cli_invoke.py
similarity index 98%
rename from src/uipath/_cli/cli_invoke.py
rename to packages/uipath/src/uipath/_cli/cli_invoke.py
index 3e5381650..726b623d1 100644
--- a/src/uipath/_cli/cli_invoke.py
+++ b/packages/uipath/src/uipath/_cli/cli_invoke.py
@@ -7,6 +7,7 @@
 import httpx
 
 from .._utils._ssl_context import get_httpx_client_kwargs
+from ._telemetry import track_command
 from ._utils._common import get_env_vars
 from ._utils._console import ConsoleLogger
 from ._utils._folders import get_personal_workspace_info_async
@@ -43,6 +44,7 @@ def _read_project_details() -> tuple[str, str]:
     type=click.Path(exists=True),
     help="File path for the .json input",
 )
+@track_command("invoke")
 def invoke(entrypoint: str | None, input: str | None, file: str | None) -> None:
     """Invoke an agent published in my workspace."""
     if file:
diff --git a/src/uipath/_cli/cli_new.py b/packages/uipath/src/uipath/_cli/cli_new.py
similarity index 97%
rename from src/uipath/_cli/cli_new.py
rename to packages/uipath/src/uipath/_cli/cli_new.py
index d585d0dd1..390c581c5 100644
--- a/src/uipath/_cli/cli_new.py
+++ b/packages/uipath/src/uipath/_cli/cli_new.py
@@ -4,6 +4,7 @@
 
 import click
 
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from .middlewares import Middlewares
 
@@ -46,6 +47,7 @@ def generate_uipath_json(target_directory):
 
 @click.command()
 @click.argument("name", type=str, default="")
+@track_command("new")
 def new(name: str):
     """Generate a quick-start project."""
     directory = os.getcwd()
diff --git a/src/uipath/_cli/cli_pack.py b/packages/uipath/src/uipath/_cli/cli_pack.py
similarity index 98%
rename from src/uipath/_cli/cli_pack.py
rename to packages/uipath/src/uipath/_cli/cli_pack.py
index fddef5c0c..974948902 100644
--- a/src/uipath/_cli/cli_pack.py
+++ b/packages/uipath/src/uipath/_cli/cli_pack.py
@@ -10,10 +10,11 @@
 
 from uipath._cli.models.runtime_schema import Bindings
 from uipath._cli.models.uipath_json_schema import RuntimeOptions, UiPathJsonConfig
-from uipath._utils.constants import EVALS_FOLDER, LEGACY_EVAL_FOLDER
+from uipath.eval.constants import EVALS_FOLDER, LEGACY_EVAL_FOLDER
 from uipath.platform.common import UiPathConfig
 
 from ..telemetry._constants import _PROJECT_KEY, _TELEMETRY_CONFIG_FILE
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from ._utils._project_files import (
     ensure_config_file,
@@ -283,7 +284,7 @@ def pack_fn(
         z.writestr(f"{project_name}.nuspec", nuspec_content)
         z.writestr("_rels/.rels", rels_content)
 
-        files = files_to_include(
+        files, skipped_files = files_to_include(
             config_data.pack_options,
             directory,
             include_uv_lock,
@@ -336,6 +337,7 @@ def display_project_info(config):
     is_flag=True,
     help="Skip running uv lock and exclude uv.lock from the package",
 )
+@track_command("pack")
 def pack(root, nolock):
     """Pack the project."""
     version = get_project_version(root)
diff --git a/src/uipath/_cli/cli_publish.py b/packages/uipath/src/uipath/_cli/cli_publish.py
similarity index 99%
rename from src/uipath/_cli/cli_publish.py
rename to packages/uipath/src/uipath/_cli/cli_publish.py
index 9e7c64afc..246977af1 100644
--- a/src/uipath/_cli/cli_publish.py
+++ b/packages/uipath/src/uipath/_cli/cli_publish.py
@@ -6,6 +6,7 @@
 import httpx
 
 from .._utils._ssl_context import get_httpx_client_kwargs
+from ._telemetry import track_command
 from ._utils._common import get_env_vars
 from ._utils._console import ConsoleLogger
 from ._utils._folders import get_personal_workspace_info_async
@@ -118,6 +119,7 @@ def find_feed_by_folder_name(
     type=str,
     help="Folder name to publish to (skips interactive selection)",
 )
+@track_command("publish")
 def publish(feed, folder):
     """Publish the package."""
     [base_url, token] = get_env_vars()
diff --git a/src/uipath/_cli/cli_pull.py b/packages/uipath/src/uipath/_cli/cli_pull.py
similarity index 87%
rename from src/uipath/_cli/cli_pull.py
rename to packages/uipath/src/uipath/_cli/cli_pull.py
index a135d9e59..1dcdd1b8b 100644
--- a/src/uipath/_cli/cli_pull.py
+++ b/packages/uipath/src/uipath/_cli/cli_pull.py
@@ -7,6 +7,7 @@
 
 from uipath.platform.common import UiPathConfig
 
+from ._telemetry import track_command
 from ._utils._common import ensure_coded_agent_project, may_override_files
 from ._utils._console import ConsoleLogger
 from ._utils._project_files import (
@@ -14,6 +15,7 @@
     pull_project,
 )
 from ._utils._studio_project import StudioClient
+from .middlewares import Middlewares
 
 console = ConsoleLogger()
 
@@ -30,6 +32,7 @@
     is_flag=True,
     help="Automatically overwrite local files without prompts",
 )
+@track_command("pull")
 def pull(root: Path, overwrite: bool) -> None:
     """Pull remote project files from Studio Web.
 
@@ -51,6 +54,13 @@ def pull(root: Path, overwrite: bool) -> None:
 
     studio_client = StudioClient(project_id=project_id)
 
+    result = Middlewares.next("pull", studio_client, root, overwrite)
+    if result.error_message:
+        console.error(result.error_message)
+        return
+    if not result.should_continue:
+        return
+
     asyncio.run(ensure_coded_agent_project(studio_client))
 
     if not overwrite:
diff --git a/src/uipath/_cli/cli_push.py b/packages/uipath/src/uipath/_cli/cli_push.py
similarity index 99%
rename from src/uipath/_cli/cli_push.py
rename to packages/uipath/src/uipath/_cli/cli_push.py
index 72db76ed3..61e46cbc6 100644
--- a/src/uipath/_cli/cli_push.py
+++ b/packages/uipath/src/uipath/_cli/cli_push.py
@@ -9,6 +9,7 @@
 
 from ..platform.resource_catalog import ResourceType
 from ._push.sw_file_handler import SwFileHandler
+from ._telemetry import track_command
 from ._utils._common import ensure_coded_agent_project, may_override_files
 from ._utils._console import ConsoleLogger
 from ._utils._project_files import (
@@ -230,6 +231,7 @@ async def upload_source_files_to_project(
     is_flag=True,
     help="Automatically overwrite remote files without prompts",
 )
+@track_command("push")
 def push(root: str, ignore_resources: bool, nolock: bool, overwrite: bool) -> None:
     """Push local project files to Studio Web.
 
diff --git a/src/uipath/_cli/cli_register.py b/packages/uipath/src/uipath/_cli/cli_register.py
similarity index 81%
rename from src/uipath/_cli/cli_register.py
rename to packages/uipath/src/uipath/_cli/cli_register.py
index f6b2313e7..49dc0e573 100644
--- a/src/uipath/_cli/cli_register.py
+++ b/packages/uipath/src/uipath/_cli/cli_register.py
@@ -2,9 +2,12 @@
 
 import click
 
-from ._evals._helpers import (  # type: ignore[attr-defined] # Remove after gnarly fix
+from uipath.eval.evaluators.registration import (
+    EvaluatorRegistrationError,
     register_evaluator,
 )
+
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from ._utils._resources import Resources
 
@@ -15,6 +18,7 @@
 @click.command()
 @click.argument("resource", required=True)
 @click.argument("args", nargs=-1)
+@track_command("register")
 def register(resource: str, args: tuple[str]) -> None:
     """Register a local resource.
 
@@ -41,4 +45,7 @@ def register(resource: str, args: tuple[str]) -> None:
                 console.error("Invalid filename: must be a non-empty string")
                 return
 
-            register_evaluator(filename)
+            try:
+                register_evaluator(filename)
+            except EvaluatorRegistrationError as e:
+                console.error(str(e))
diff --git a/src/uipath/_cli/cli_run.py b/packages/uipath/src/uipath/_cli/cli_run.py
similarity index 91%
rename from src/uipath/_cli/cli_run.py
rename to packages/uipath/src/uipath/_cli/cli_run.py
index db7dd954d..6b5152ed4 100644
--- a/src/uipath/_cli/cli_run.py
+++ b/packages/uipath/src/uipath/_cli/cli_run.py
@@ -1,7 +1,13 @@
 import asyncio
 
 import click
+
+from uipath._cli._chat._bridge import get_chat_bridge
+from uipath._cli._debug._bridge import ConsoleDebugBridge
+from uipath._cli._utils._common import read_resource_overwrites_from_file
+from uipath._cli._utils._debug import setup_debugging
 from uipath.core.tracing import UiPathTraceManager
+from uipath.platform.common import ResourceOverwritesContext, UiPathConfig
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathRuntimeFactoryProtocol,
@@ -14,20 +20,14 @@
 from uipath.runtime.context import UiPathRuntimeContext
 from uipath.runtime.debug import UiPathDebugProtocol
 from uipath.runtime.errors import UiPathRuntimeError
-from uipath.runtime.events import UiPathRuntimeStateEvent
-
-from uipath._cli._chat._bridge import get_chat_bridge
-from uipath._cli._debug._bridge import ConsoleDebugBridge
-from uipath._cli._utils._common import read_resource_overwrites_from_file
-from uipath._cli._utils._debug import setup_debugging
-from uipath._utils._bindings import ResourceOverwritesContext
-from uipath.platform.common import UiPathConfig
+from uipath.runtime.events import UiPathRuntimeStateEvent, UiPathRuntimeStatePhase
 from uipath.tracing import (
     JsonLinesFileExporter,
     LiveTrackingSpanProcessor,
     LlmOpsHttpExporter,
 )
 
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from .middlewares import Middlewares
 
@@ -85,6 +85,7 @@
     is_flag=True,
     help="Keep the temporary state file even when not resuming and no job id is provided",
 )
+@track_command("run")
 def run(
     entrypoint: str | None,
     input: str | None,
@@ -152,7 +153,8 @@ async def debug_runtime(
                         await debug_bridge.emit_execution_completed(event)
                         ctx.result = event
                     elif isinstance(event, UiPathRuntimeStateEvent):
-                        await debug_bridge.emit_state_update(event)
+                        if event.phase == UiPathRuntimeStatePhase.UPDATED:
+                            await debug_bridge.emit_state_update(event)
                 return ctx.result
 
             async def execute() -> None:
@@ -196,13 +198,14 @@ async def execute() -> None:
                                 ctx.conversation_id or ctx.job_id or "default",
                             )
 
-                            if ctx.job_id and UiPathConfig.is_tracing_enabled:
-                                trace_manager.add_span_processor(
-                                    LiveTrackingSpanProcessor(
-                                        LlmOpsHttpExporter(),
-                                        settings=trace_settings,
+                            if ctx.job_id:
+                                if UiPathConfig.is_tracing_enabled:
+                                    trace_manager.add_span_processor(
+                                        LiveTrackingSpanProcessor(
+                                            LlmOpsHttpExporter(),
+                                            settings=trace_settings,
+                                        )
                                     )
-                                )
 
                                 if ctx.conversation_id and ctx.exchange_id:
                                     chat_bridge: UiPathChatProtocol = get_chat_bridge(
diff --git a/src/uipath/_cli/cli_server.py b/packages/uipath/src/uipath/_cli/cli_server.py
similarity index 74%
rename from src/uipath/_cli/cli_server.py
rename to packages/uipath/src/uipath/_cli/cli_server.py
index 16643a7a3..c32c6de11 100644
--- a/src/uipath/_cli/cli_server.py
+++ b/packages/uipath/src/uipath/_cli/cli_server.py
@@ -13,6 +13,7 @@
 import click
 from aiohttp import ClientSession, UnixConnector, web
 
+from ._telemetry import track_command
 from ._utils._console import ConsoleLogger
 from .cli_debug import debug
 from .cli_eval import eval
@@ -32,6 +33,25 @@
     "eval": eval,
 }
 
+
+class _ServerState:
+    """Mutable server state, initialized lazily at server startup."""
+
+    def __init__(self) -> None:
+        self.lock: asyncio.Lock | None = None
+        self.baseline_env: dict[str, str] | None = None
+
+    def init(self) -> None:
+        """Must be called inside a running event loop at server startup."""
+        if self.lock is not None:
+            return
+        self.lock = asyncio.Lock()
+        self.baseline_env = os.environ.copy()
+
+
+_state = _ServerState()
+
+
 DEFAULT_PRELOAD_MODULES = [
     # Network/async - slowest to load
     "pysignalr.client",
@@ -167,48 +187,78 @@ async def handle_start(request: web.Request) -> web.Response:
             status=400,
         )
 
-    # Save original state
-    original_cwd = os.getcwd()
-    original_env = os.environ.copy()
-
-    console.info(f"Original cwd: {original_cwd}")
+    console.info(f"Original cwd: {os.getcwd()}")
     console.info(f"Requested working_dir: {working_dir}")
 
-    try:
-        if isinstance(env_vars, dict):
-            os.environ.update(env_vars)
-
-        if working_dir and isinstance(working_dir, str):
-            os.chdir(working_dir)
-
-        result = await asyncio.to_thread(cmd.main, args, standalone_mode=False)
+    if _state.lock is None or _state.baseline_env is None:
+        raise RuntimeError("Server state not initialized")
 
+    # Validate environmentVariables type early
+    if env_vars and not isinstance(env_vars, dict):
         return web.json_response(
             {
-                "success": True,
-                "job_key": job_key,
-                "result": result,
-            }
-        )
-    except SystemExit as e:
-        exit_code = e.code if isinstance(e.code, int) else 1
-        return web.json_response(
-            {
-                "success": exit_code == 0,
-                "job_key": job_key,
-                "error": None if exit_code == 0 else f"Exit code: {exit_code}",
-            }
-        )
-    except Exception as e:
-        return web.json_response(
-            {"success": False, "job_key": job_key, "error": str(e)},
-            status=500,
+                "success": False,
+                "error": "Invalid field: 'environmentVariables' must be a dict",
+            },
+            status=400,
         )
-    finally:
-        # Restore original state
-        os.chdir(original_cwd)
-        os.environ.clear()
-        os.environ.update(original_env)
+
+    # Serialize command execution to prevent concurrent os.environ mutation
+    async with _state.lock:
+        original_cwd = os.getcwd()
+
+        try:
+            # Start from server baseline + request env vars only.
+            # This ensures no env vars from previous requests leak through.
+            os.environ.clear()
+            os.environ.update(_state.baseline_env)
+            if isinstance(env_vars, dict):
+                os.environ.update(env_vars)
+
+            if working_dir and isinstance(working_dir, str):
+                try:
+                    os.chdir(working_dir)
+                except (FileNotFoundError, NotADirectoryError, PermissionError) as e:
+                    return web.json_response(
+                        {
+                            "success": False,
+                            "job_key": job_key,
+                            "error": f"Cannot change to working directory: {e}",
+                        },
+                        status=400,
+                    )
+
+            result = await asyncio.to_thread(cmd.main, args, standalone_mode=False)
+
+            return web.json_response(
+                {
+                    "success": True,
+                    "job_key": job_key,
+                    "result": result,
+                }
+            )
+        except SystemExit as e:
+            exit_code = e.code if isinstance(e.code, int) else 1
+            return web.json_response(
+                {
+                    "success": exit_code == 0,
+                    "job_key": job_key,
+                    "error": None if exit_code == 0 else f"Exit code: {exit_code}",
+                }
+            )
+        except Exception as e:
+            return web.json_response(
+                {"success": False, "job_key": job_key, "error": str(e)},
+                status=500,
+            )
+        finally:
+            # Restore to server baseline
+            try:
+                os.chdir(original_cwd)
+            except OSError:
+                pass
+            os.environ.clear()
+            os.environ.update(_state.baseline_env)
 
 
 ALLOWED_HOSTS = {"127.0.0.1", "localhost", "[::1]"}
@@ -252,6 +302,8 @@ async def start_unix_server(
     ack_socket_path: str, server_socket_path: str | None = None
 ) -> None:
     """Start Unix domain socket HTTP server."""
+    _state.init()
+
     server_socket_path = server_socket_path or generate_socket_path()
 
     if os.path.exists(server_socket_path):
@@ -279,6 +331,8 @@ async def start_unix_server(
 
 async def start_tcp_server(host: str, port: int) -> None:
     """Start TCP HTTP server (Windows fallback)."""
+    _state.init()
+
     app = create_app()
     runner = web.AppRunner(app)
     await runner.setup()
@@ -319,6 +373,7 @@ async def start_tcp_server(host: str, port: int) -> None:
     is_flag=True,
     help="Force TCP mode even on Unix systems",
 )
+@track_command("server")
 def server(
     client_socket: str | None,
     server_socket: str | None,
diff --git a/src/uipath/_cli/middlewares.py b/packages/uipath/src/uipath/_cli/middlewares.py
similarity index 100%
rename from src/uipath/_cli/middlewares.py
rename to packages/uipath/src/uipath/_cli/middlewares.py
diff --git a/tests/cli/chat/__init__.py b/packages/uipath/src/uipath/_cli/models/__init__.py
similarity index 100%
rename from tests/cli/chat/__init__.py
rename to packages/uipath/src/uipath/_cli/models/__init__.py
diff --git a/src/uipath/_cli/models/runtime_schema.py b/packages/uipath/src/uipath/_cli/models/runtime_schema.py
similarity index 100%
rename from src/uipath/_cli/models/runtime_schema.py
rename to packages/uipath/src/uipath/_cli/models/runtime_schema.py
diff --git a/src/uipath/_cli/models/uipath_json_schema.py b/packages/uipath/src/uipath/_cli/models/uipath_json_schema.py
similarity index 94%
rename from src/uipath/_cli/models/uipath_json_schema.py
rename to packages/uipath/src/uipath/_cli/models/uipath_json_schema.py
index bfcfa0ed2..f1cd30202 100644
--- a/src/uipath/_cli/models/uipath_json_schema.py
+++ b/packages/uipath/src/uipath/_cli/models/uipath_json_schema.py
@@ -89,6 +89,12 @@ class UiPathJsonConfig(BaseModelWithDefaultConfig):
         "Each key is an entrypoint name, and each value is a path in format 'file_path:function_name'",
     )
 
+    agents: dict[str, str] = Field(
+        default_factory=dict,
+        description="Entrypoint definitions for agent scripts. "
+        "Each key is an entrypoint name, and each value is a path in format 'file_path:agent_name'",
+    )
+
     def to_json_string(self, indent: int = 2) -> str:
         """Export to JSON string with proper formatting."""
         return self.model_dump_json(
@@ -110,6 +116,7 @@ def create_default(cls) -> "UiPathJsonConfig":
                 include_uv_lock=True,
             ),
             functions={},
+            agents={},
         )
 
     @classmethod
diff --git a/src/uipath/_cli/runtimes.py b/packages/uipath/src/uipath/_cli/runtimes.py
similarity index 100%
rename from src/uipath/_cli/runtimes.py
rename to packages/uipath/src/uipath/_cli/runtimes.py
diff --git a/src/uipath/_cli/services/__init__.py b/packages/uipath/src/uipath/_cli/services/__init__.py
similarity index 100%
rename from src/uipath/_cli/services/__init__.py
rename to packages/uipath/src/uipath/_cli/services/__init__.py
diff --git a/src/uipath/_cli/services/_buckets_metadata.py b/packages/uipath/src/uipath/_cli/services/_buckets_metadata.py
similarity index 100%
rename from src/uipath/_cli/services/_buckets_metadata.py
rename to packages/uipath/src/uipath/_cli/services/_buckets_metadata.py
diff --git a/src/uipath/_cli/services/cli_assets.py b/packages/uipath/src/uipath/_cli/services/cli_assets.py
similarity index 100%
rename from src/uipath/_cli/services/cli_assets.py
rename to packages/uipath/src/uipath/_cli/services/cli_assets.py
diff --git a/src/uipath/_cli/services/cli_buckets.py b/packages/uipath/src/uipath/_cli/services/cli_buckets.py
similarity index 100%
rename from src/uipath/_cli/services/cli_buckets.py
rename to packages/uipath/src/uipath/_cli/services/cli_buckets.py
diff --git a/src/uipath/_cli/spinner.py b/packages/uipath/src/uipath/_cli/spinner.py
similarity index 100%
rename from src/uipath/_cli/spinner.py
rename to packages/uipath/src/uipath/_cli/spinner.py
diff --git a/samples/asset-modifier-agent/AGENTS.md b/packages/uipath/src/uipath/_resources/AGENTS.md
similarity index 100%
rename from samples/asset-modifier-agent/AGENTS.md
rename to packages/uipath/src/uipath/_resources/AGENTS.md
diff --git a/samples/asset-modifier-agent/CLAUDE.md b/packages/uipath/src/uipath/_resources/CLAUDE.md
similarity index 100%
rename from samples/asset-modifier-agent/CLAUDE.md
rename to packages/uipath/src/uipath/_resources/CLAUDE.md
diff --git a/samples/pizza-order-function/.agent/CLI_REFERENCE.md b/packages/uipath/src/uipath/_resources/CLI_REFERENCE.md
similarity index 100%
rename from samples/pizza-order-function/.agent/CLI_REFERENCE.md
rename to packages/uipath/src/uipath/_resources/CLI_REFERENCE.md
diff --git a/samples/asset-modifier-agent/.agent/REQUIRED_STRUCTURE.md b/packages/uipath/src/uipath/_resources/REQUIRED_STRUCTURE.md
similarity index 100%
rename from samples/asset-modifier-agent/.agent/REQUIRED_STRUCTURE.md
rename to packages/uipath/src/uipath/_resources/REQUIRED_STRUCTURE.md
diff --git a/src/uipath/_resources/SDK_REFERENCE.md b/packages/uipath/src/uipath/_resources/SDK_REFERENCE.md
similarity index 100%
rename from src/uipath/_resources/SDK_REFERENCE.md
rename to packages/uipath/src/uipath/_resources/SDK_REFERENCE.md
diff --git a/src/uipath/_resources/eval.md b/packages/uipath/src/uipath/_resources/eval.md
similarity index 100%
rename from src/uipath/_resources/eval.md
rename to packages/uipath/src/uipath/_resources/eval.md
diff --git a/src/uipath/_resources/new-agent.md b/packages/uipath/src/uipath/_resources/new-agent.md
similarity index 100%
rename from src/uipath/_resources/new-agent.md
rename to packages/uipath/src/uipath/_resources/new-agent.md
diff --git a/src/uipath/_utils/__init__.py b/packages/uipath/src/uipath/_utils/__init__.py
similarity index 90%
rename from src/uipath/_utils/__init__.py
rename to packages/uipath/src/uipath/_utils/__init__.py
index 934dd129a..3dba85eeb 100644
--- a/src/uipath/_utils/__init__.py
+++ b/packages/uipath/src/uipath/_utils/__init__.py
@@ -1,4 +1,5 @@
-from ._bindings import resource_override
+from uipath.platform.common import resource_override
+
 from ._endpoint import Endpoint
 from ._logs import setup_logging
 from ._request_override import header_folder
diff --git a/src/uipath/_utils/_auth.py b/packages/uipath/src/uipath/_utils/_auth.py
similarity index 100%
rename from src/uipath/_utils/_auth.py
rename to packages/uipath/src/uipath/_utils/_auth.py
diff --git a/src/uipath/_utils/_endpoint.py b/packages/uipath/src/uipath/_utils/_endpoint.py
similarity index 100%
rename from src/uipath/_utils/_endpoint.py
rename to packages/uipath/src/uipath/_utils/_endpoint.py
diff --git a/src/uipath/_utils/_logs.py b/packages/uipath/src/uipath/_utils/_logs.py
similarity index 100%
rename from src/uipath/_utils/_logs.py
rename to packages/uipath/src/uipath/_utils/_logs.py
diff --git a/src/uipath/_utils/_request_override.py b/packages/uipath/src/uipath/_utils/_request_override.py
similarity index 100%
rename from src/uipath/_utils/_request_override.py
rename to packages/uipath/src/uipath/_utils/_request_override.py
diff --git a/src/uipath/_utils/_request_spec.py b/packages/uipath/src/uipath/_utils/_request_spec.py
similarity index 100%
rename from src/uipath/_utils/_request_spec.py
rename to packages/uipath/src/uipath/_utils/_request_spec.py
diff --git a/packages/uipath/src/uipath/_utils/_ssl_context.py b/packages/uipath/src/uipath/_utils/_ssl_context.py
new file mode 100644
index 000000000..66df6712d
--- /dev/null
+++ b/packages/uipath/src/uipath/_utils/_ssl_context.py
@@ -0,0 +1,38 @@
+import os
+import ssl
+
+from uipath.platform.common import get_httpx_client_kwargs
+
+
+def expand_path(path):
+    """Expand environment variables and user home directory in path."""
+    if not path:
+        return path
+    # Expand environment variables like $HOME
+    path = os.path.expandvars(path)
+    # Expand user home directory ~
+    path = os.path.expanduser(path)
+    return path
+
+
+def create_ssl_context():
+    # Try truststore first (system certificates)
+    try:
+        import truststore
+
+        return truststore.SSLContext(ssl.PROTOCOL_TLS_CLIENT)
+    except ImportError:
+        # Fallback to manual certificate configuration
+        import certifi
+
+        ssl_cert_file = expand_path(os.environ.get("SSL_CERT_FILE"))
+        requests_ca_bundle = expand_path(os.environ.get("REQUESTS_CA_BUNDLE"))
+        ssl_cert_dir = expand_path(os.environ.get("SSL_CERT_DIR"))
+
+        return ssl.create_default_context(
+            cafile=ssl_cert_file or requests_ca_bundle or certifi.where(),
+            capath=ssl_cert_dir,
+        )
+
+
+__all__ = ["create_ssl_context", "get_httpx_client_kwargs"]
diff --git a/packages/uipath/src/uipath/_utils/_url.py b/packages/uipath/src/uipath/_utils/_url.py
new file mode 100644
index 000000000..4776120cd
--- /dev/null
+++ b/packages/uipath/src/uipath/_utils/_url.py
@@ -0,0 +1,102 @@
+from typing import Literal
+from urllib.parse import urlparse
+
+
+class UiPathUrl:
+    """A class that represents a UiPath URL.
+
+    This class is used to parse and manipulate UiPath URLs.
+
+    >>> url = UiPathUrl("https://test.uipath.com/org/tenant")
+    >>> url.base_url
+    'https://test.uipath.com'
+    >>> url.org_name
+    'org'
+    >>> url.tenant_name
+    'tenant'
+
+    Args:
+        url (str): The URL to parse.
+    """
+
+    def __init__(self, url: str):
+        self._url = url
+
+    def __str__(self):
+        return self._url
+
+    def __repr__(self):
+        return f"UiPathUrl({self._url})"
+
+    def __eq__(self, other: object):
+        if not isinstance(other, UiPathUrl):
+            return NotImplemented
+
+        return self._url == str(other)
+
+    def __ne__(self, other: object):
+        if not isinstance(other, UiPathUrl):
+            return NotImplemented
+
+        return self._url != str(other)
+
+    def __hash__(self):
+        return hash(self._url)
+
+    @property
+    def base_url(self):
+        parsed = urlparse(self._url)
+
+        return f"{parsed.scheme}://{parsed.hostname}{f':{parsed.port}' if parsed.port else ''}"
+
+    @property
+    def org_name(self):
+        return self._org_tenant_names[0]
+
+    @property
+    def tenant_name(self):
+        return self._org_tenant_names[1]
+
+    def scope_url(self, url: str, scoped: Literal["org", "tenant"] = "tenant") -> str:
+        if not self._is_relative_url(url):
+            return url
+
+        parts = [self.org_name]
+        if scoped == "tenant":
+            parts.append(self.tenant_name)
+        parts.append(url.strip("/"))
+
+        return "/".join(parts)
+
+    @property
+    def _org_tenant_names(self):
+        parsed = urlparse(self._url)
+
+        try:
+            org_name, tenant_name = parsed.path.strip("/").split("/")
+        except ValueError:
+            return "", ""
+
+        return org_name, tenant_name
+
+    def _is_relative_url(self, url: str) -> bool:
+        # Empty URLs are considered relative
+        if not url:
+            return True
+
+        parsed = urlparse(url)
+
+        # Protocol-relative URLs (starting with //) are not relative
+        if url.startswith("//"):
+            return False
+
+        # URLs with schemes are not relative (http:, https:, mailto:, etc.)
+        if parsed.scheme:
+            return False
+
+        # URLs with network locations are not relative
+        if parsed.netloc:
+            return False
+
+        # If we've passed all the checks, it's a relative URL
+        return True
diff --git a/packages/uipath/src/uipath/_utils/_user_agent.py b/packages/uipath/src/uipath/_utils/_user_agent.py
new file mode 100644
index 000000000..dcf28d3e0
--- /dev/null
+++ b/packages/uipath/src/uipath/_utils/_user_agent.py
@@ -0,0 +1,19 @@
+import importlib
+
+from .constants import HEADER_USER_AGENT
+
+
+def user_agent_value(specific_component: str) -> str:
+    product = "UiPath.Python.Sdk"
+    product_component = f"UiPath.Python.Sdk.Activities.{specific_component}"
+
+    try:
+        version = importlib.metadata.version("uipath")
+    except importlib.metadata.PackageNotFoundError:
+        version = "unknown"
+
+    return f"{product}/{product_component}/{version}"
+
+
+def header_user_agent(specific_component: str) -> dict[str, str]:
+    return {HEADER_USER_AGENT: user_agent_value(specific_component)}
diff --git a/src/uipath/_utils/constants.py b/packages/uipath/src/uipath/_utils/constants.py
similarity index 100%
rename from src/uipath/_utils/constants.py
rename to packages/uipath/src/uipath/_utils/constants.py
diff --git a/packages/uipath/src/uipath/_utils/validation.py b/packages/uipath/src/uipath/_utils/validation.py
new file mode 100644
index 000000000..2fa2b111c
--- /dev/null
+++ b/packages/uipath/src/uipath/_utils/validation.py
@@ -0,0 +1,43 @@
+"""Validation utilities for SDK services."""
+
+
+def validate_pagination_params(
+    skip: int,
+    top: int,
+    max_skip: int = 10000,
+    max_top: int = 1000,
+) -> None:
+    """Validate pagination parameters for OData queries.
+
+    This validator is used across multiple services (BucketsService, JobsService, etc.)
+    to ensure consistent pagination behavior.
+
+    Args:
+        skip: Number of items to skip (must be >= 0 and <= max_skip)
+        top: Maximum items per page (must be >= 1 and <= max_top)
+        max_skip: Maximum allowed skip value (default: 10000)
+        max_top: Maximum allowed top value (default: 1000)
+
+    Raises:
+        ValueError: If parameters are invalid
+
+    Examples:
+        >>> validate_pagination_params(skip=0, top=100)
+        >>> validate_pagination_params(skip=5000, top=500)
+        >>> validate_pagination_params(skip=-1, top=100)  # Raises ValueError
+        >>> validate_pagination_params(skip=0, top=2000)  # Raises ValueError
+    """
+    if skip < 0:
+        raise ValueError("skip must be >= 0")
+    if skip > max_skip:
+        raise ValueError(
+            f"skip must be <= {max_skip} (requested: {skip}). "
+            f"Use filters to narrow results or manual pagination."
+        )
+    if top < 1:
+        raise ValueError("top must be >= 1")
+    if top > max_top:
+        raise ValueError(
+            f"top must be <= {max_top} (requested: {top}). "
+            f"Use pagination with skip and top parameters."
+        )
diff --git a/src/uipath/agent/__init__.py b/packages/uipath/src/uipath/agent/__init__.py
similarity index 100%
rename from src/uipath/agent/__init__.py
rename to packages/uipath/src/uipath/agent/__init__.py
diff --git a/src/uipath/agent/models/_legacy.py b/packages/uipath/src/uipath/agent/models/_legacy.py
similarity index 100%
rename from src/uipath/agent/models/_legacy.py
rename to packages/uipath/src/uipath/agent/models/_legacy.py
diff --git a/src/uipath/agent/models/agent.py b/packages/uipath/src/uipath/agent/models/agent.py
similarity index 90%
rename from src/uipath/agent/models/agent.py
rename to packages/uipath/src/uipath/agent/models/agent.py
index 0a61347a3..c39d042c6 100644
--- a/src/uipath/agent/models/agent.py
+++ b/packages/uipath/src/uipath/agent/models/agent.py
@@ -2,11 +2,12 @@
 
 from __future__ import annotations
 
-from enum import Enum, StrEnum
+from enum import Enum
 from typing import (
     Annotated,
     Any,
     Dict,
+    Iterable,
     List,
     Literal,
     Mapping,
@@ -22,17 +23,17 @@
     Discriminator,
     Field,
     Tag,
-    field_validator,
     model_validator,
 )
+
+from uipath.agent.models._legacy import normalize_legacy_format
 from uipath.core.guardrails import (
     BaseGuardrail,
     FieldReference,
     SpecificFieldsSelector,
     UniversalRule,
 )
-
-from uipath.agent.models._legacy import normalize_legacy_format
+from uipath.eval.mocks import ExampleCall
 from uipath.platform.connections import Connection
 from uipath.platform.guardrails import (
     BuiltInValidatorGuardrail,
@@ -41,27 +42,58 @@
 EMPTY_SCHEMA = {"type": "object", "properties": {}}
 
 
-def _decapitalize_first_letter(s: str) -> str:
-    """Convert first letter to lowercase (e.g., 'SimpleText' -> 'simpleText')."""
-    if not s or len(s) == 0:
-        return s
-    if len(s) == 1:
-        return s.lower()
-    return s[0].lower() + s[1:]
-
-
-EnumT = TypeVar("EnumT", bound=StrEnum)
+EnumT = TypeVar("EnumT", bound=Enum)
 
 
 def _match_enum_case_insensitive(enum: type[EnumT], value: str) -> EnumT | None:
     """Find the corresponding enum value, ignoring case."""
     for enum_value in enum:
-        if enum_value.value.lower() == value.lower():
+        if (
+            isinstance(enum_value.value, str)
+            and enum_value.value.lower() == value.lower()
+        ):
             return enum_value
     return None
 
 
-class AgentResourceType(str, Enum):
+def _case_insensitive_enum_validator(
+    field_name: str,
+    enum_cls: type[Enum],
+    alias: str | Iterable[str] = (),
+) -> BeforeValidator:
+    """Create a BeforeValidator for case-insensitive enum normalization."""
+
+    def normalizer(v: Any) -> Any:
+        if not isinstance(v, dict):
+            return v
+
+        aliases = [alias] if isinstance(alias, str) else list(alias)
+        for key in [field_name, *aliases]:
+            value = v.get(key)
+            if isinstance(value, str):
+                match = _match_enum_case_insensitive(enum_cls, value)
+                if match is not None:
+                    v[key] = match.value
+                    break
+        return v
+
+    return BeforeValidator(normalizer)
+
+
+class CaseInsensitiveEnum(Enum):
+    """Base class for case-insensitive enums."""
+
+    @classmethod
+    def _missing_(cls, value: Any) -> Enum | None:
+        """Called when enum value is not found during lookup."""
+        if isinstance(value, str):
+            match = _match_enum_case_insensitive(cls, value)
+            if match is not None:
+                return match
+        return None
+
+
+class AgentResourceType(str, CaseInsensitiveEnum):
     """Agent resource type enumeration."""
 
     TOOL = "tool"
@@ -71,7 +103,7 @@ class AgentResourceType(str, Enum):
     UNKNOWN = "unknown"  # fallback branch discriminator
 
 
-class AgentToolType(str, Enum):
+class AgentToolType(str, CaseInsensitiveEnum):
     """Agent tool type enumeration."""
 
     AGENT = "Agent"
@@ -84,7 +116,7 @@ class AgentToolType(str, Enum):
     UNKNOWN = "Unknown"  # fallback branch discriminator
 
 
-class AgentInternalToolType(str, Enum):
+class AgentInternalToolType(str, CaseInsensitiveEnum):
     """Agent internal tool type enumeration."""
 
     ANALYZE_FILES = "analyze-attachments"
@@ -92,7 +124,7 @@ class AgentInternalToolType(str, Enum):
     BATCH_TRANSFORM = "batch-transform"
 
 
-class AgentEscalationRecipientType(StrEnum):
+class AgentEscalationRecipientType(str, CaseInsensitiveEnum):
     """Agent escalation recipient type enumeration."""
 
     USER_ID = "UserId"
@@ -103,24 +135,25 @@ class AgentEscalationRecipientType(StrEnum):
     ASSET_GROUP_NAME = "AssetGroupName"
 
 
-class AgentContextRetrievalMode(str, Enum):
+class AgentContextRetrievalMode(str, CaseInsensitiveEnum):
     """Agent context retrieval mode enumeration."""
 
     SEMANTIC = "Semantic"
     STRUCTURED = "Structured"
     DEEP_RAG = "DeepRAG"
     BATCH_TRANSFORM = "BatchTransform"
+    DATA_FABRIC = "DataFabric"
     UNKNOWN = "Unknown"  # fallback branch discriminator
 
 
-class AgentMessageRole(str, Enum):
+class AgentMessageRole(str, CaseInsensitiveEnum):
     """Agent message role enumeration."""
 
     SYSTEM = "system"
     USER = "user"
 
 
-class AgentGuardrailActionType(str, Enum):
+class AgentGuardrailActionType(str, CaseInsensitiveEnum):
     """Agent guardrail action type enumeration."""
 
     BLOCK = "block"
@@ -130,7 +163,7 @@ class AgentGuardrailActionType(str, Enum):
     UNKNOWN = "unknown"  # fallback branch discriminator
 
 
-class AgentToolArgumentPropertiesVariant(str, Enum):
+class AgentToolArgumentPropertiesVariant(str, CaseInsensitiveEnum):
     """Agent tool argument properties variant enumeration."""
 
     DYNAMIC = "dynamic"
@@ -139,7 +172,7 @@ class AgentToolArgumentPropertiesVariant(str, Enum):
     TEXT_BUILDER = "textBuilder"
 
 
-class TextTokenType(str, Enum):
+class TextTokenType(str, CaseInsensitiveEnum):
     """Text token type enumeration."""
 
     SIMPLE_TEXT = "simpleText"
@@ -147,27 +180,27 @@ class TextTokenType(str, Enum):
     EXPRESSION = "expression"
 
 
-class CitationMode(str, Enum):
+class CitationMode(str, CaseInsensitiveEnum):
     """Citation mode enumeration."""
 
     INLINE = "Inline"
     SKIP = "Skip"
 
 
-class DeepRagFileExtension(str, Enum):
+class DeepRagFileExtension(str, CaseInsensitiveEnum):
     """File extension enumeration for DeepRAG."""
 
     PDF = "pdf"
     TXT = "txt"
 
 
-class BatchTransformFileExtension(str, Enum):
+class BatchTransformFileExtension(str, CaseInsensitiveEnum):
     """File extension enumeration for Batch Transform."""
 
     CSV = "csv"
 
 
-class BatchTransformWebSearchGrounding(str, Enum):
+class BatchTransformWebSearchGrounding(str, CaseInsensitiveEnum):
     """Batch Transform web search grounding enumeration."""
 
     ENABLED = "Enabled"
@@ -182,26 +215,12 @@ class BaseCfg(BaseModel):
     )
 
 
-class ExampleCall(BaseCfg):
-    """Example call for a resource containing resource I/O."""
-
-    id: str = Field(..., alias="id")
-    input: str = Field(..., alias="input")
-    output: str = Field(..., alias="output")
-
-
 class TextToken(BaseCfg):
     """Text token model."""
 
     type: TextTokenType
     raw_string: str = Field(alias="rawString")
 
-    @field_validator("type", mode="before")
-    @classmethod
-    def normalize_type(cls, v: Any) -> Any:
-        """Normalize type by decapitalizing first letter."""
-        return _decapitalize_first_letter(v) if isinstance(v, str) else v
-
 
 class BaseAgentToolArgumentProperties(BaseCfg):
     """Base tool argument properties model."""
@@ -246,6 +265,7 @@ class AgentToolTextBuilderArgumentProperties(BaseAgentToolArgumentProperties):
         AgentToolTextBuilderArgumentProperties,
     ],
     Field(discriminator="variant"),
+    _case_insensitive_enum_validator("variant", AgentToolArgumentPropertiesVariant),
 ]
 
 
@@ -337,19 +357,15 @@ class AgentContextSettings(BaseCfg):
 
     result_count: int = Field(alias="resultCount")
     # Allow Unknown explicitly so we can serialize deterministically
-    retrieval_mode: Literal[
-        AgentContextRetrievalMode.SEMANTIC,
-        AgentContextRetrievalMode.STRUCTURED,
-        AgentContextRetrievalMode.DEEP_RAG,
-        AgentContextRetrievalMode.BATCH_TRANSFORM,
-        AgentContextRetrievalMode.UNKNOWN,
-    ] = Field(alias="retrievalMode")
+    retrieval_mode: AgentContextRetrievalMode = Field(alias="retrievalMode")
     threshold: float = Field(default=0)
-    query: Optional[AgentContextQuerySetting] = Field(None)
-    folder_path_prefix: Optional[Union[Dict[str, Any], AgentContextValueSetting]] = (
-        Field(None, alias="folderPathPrefix")
+    query: AgentContextQuerySetting = Field(
+        default_factory=lambda: AgentContextQuerySetting(variant="dynamic")
     )
-    file_extension: Optional[Union[Dict[str, Any], AgentContextValueSetting]] = Field(
+    folder_path_prefix: Optional[AgentContextQuerySetting] = Field(
+        None, alias="folderPathPrefix"
+    )
+    file_extension: Optional[AgentContextValueSetting] = Field(
         None, alias="fileExtension"
     )
     citation_mode: Optional[AgentContextValueSetting] = Field(
@@ -361,6 +377,9 @@ class AgentContextSettings(BaseCfg):
     output_columns: Optional[List[AgentContextOutputColumn]] = Field(
         None, alias="outputColumns"
     )
+    entity_identifiers: Optional[List[str]] = Field(
+        None, alias="entityIdentifiers"
+    )
 
 
 class AgentContextResourceConfig(BaseAgentResourceConfig):
@@ -386,6 +405,14 @@ class AgentMcpTool(BaseCfg):
     )
 
 
+class DynamicToolsMode(str, CaseInsensitiveEnum):
+    """Dynamic tools mode enumeration."""
+
+    NONE = "none"
+    SCHEMA = "schema"
+    ALL = "all"
+
+
 class AgentMcpResourceConfig(BaseAgentResourceConfig):
     """Agent MCP resource configuration model."""
 
@@ -395,6 +422,9 @@ class AgentMcpResourceConfig(BaseAgentResourceConfig):
     folder_path: str = Field(alias="folderPath")
     slug: str = Field(..., alias="slug")
     available_tools: List[AgentMcpTool] = Field(..., alias="availableTools")
+    dynamic_tools: DynamicToolsMode = Field(
+        default=DynamicToolsMode.NONE, alias="dynamicTools"
+    )
 
 
 _RECIPIENT_TYPE_NORMALIZED_MAP: Mapping[int | str, AgentEscalationRecipientType] = {
@@ -467,7 +497,7 @@ class AssetRecipient(BaseEscalationRecipient):
 ]
 
 
-class TaskTitleType(str, Enum):
+class TaskTitleType(str, CaseInsensitiveEnum):
     """Task title type enumeration."""
 
     DYNAMIC = "dynamic"
@@ -510,26 +540,20 @@ def _resolve_task_title(v: Any) -> Any:
 
     # Priority 1: Use taskTitleV2 if present
     if task_title_v2 is not None:
-        title_type = (
-            task_title_v2.get("type") if isinstance(task_title_v2, dict) else None
-        )
-
-        if title_type == "textBuilder":
-            v["taskTitle"] = task_title_v2
-        else:
-            raise NotImplementedError(f"TaskTitle type '{title_type}' not implemented")
-
-        v.pop("taskTitleV2", None)
-
-        return v
-
+        task_title_type = task_title_v2.get("type")
+        if task_title_type is not None:
+            normalized_type = _match_enum_case_insensitive(
+                TaskTitleType, task_title_type
+            )
+            if normalized_type is not None:
+                task_title_v2["type"] = normalized_type.value
+        v["taskTitle"] = task_title_v2
+        v.pop("taskTitleV2")
     # Priority 2: Use taskTitle if present (legacy string support)
-    if task_title is not None:
-        return v
-
-    # Priority 3: Default to "Escalation Task"
-    v["taskTitle"] = "Escalation Task"
-
+    elif task_title is not None:
+        pass
+    else:
+        v["taskTitle"] = "Escalation Task"
     return v
 
 
@@ -729,6 +753,7 @@ class AgentInternalBatchTransformToolProperties(BaseResourceProperties):
         AgentInternalBatchTransformToolProperties,
     ],
     Field(discriminator="tool_type"),
+    _case_insensitive_enum_validator("tool_type", AgentInternalToolType, "toolType"),
 ]
 
 
@@ -843,7 +868,7 @@ class AgentGuardrailFilterAction(BaseModel):
     model_config = ConfigDict(populate_by_name=True, extra="allow")
 
 
-class AgentGuardrailSeverityLevel(str, Enum):
+class AgentGuardrailSeverityLevel(str, CaseInsensitiveEnum):
     """Severity level enumeration."""
 
     ERROR = "Error"
@@ -906,6 +931,9 @@ class AgentGuardrailUnknownAction(BaseModel):
         AgentGuardrailUnknownAction,  # when parent sets $actionType="unknown"
     ],
     Field(discriminator="action_type"),
+    _case_insensitive_enum_validator(
+        "action_type", AgentGuardrailActionType, "$actionType"
+    ),
 ]
 
 
@@ -921,7 +949,7 @@ class AgentBuiltInValidatorGuardrail(BuiltInValidatorGuardrail):
     )
 
 
-class AgentWordOperator(str, Enum):
+class AgentWordOperator(str, CaseInsensitiveEnum):
     """Word operator enumeration."""
 
     CONTAINS = "contains"
@@ -947,12 +975,6 @@ class AgentWordRule(BaseModel):
 
     model_config = ConfigDict(populate_by_name=True, extra="allow")
 
-    @field_validator("operator", mode="before")
-    @classmethod
-    def normalize_operator(cls, v: Any) -> Any:
-        """Normalize operator by decapitalizing first letter."""
-        return _decapitalize_first_letter(v) if isinstance(v, str) else v
-
 
 class AgentAllFieldsSelector(BaseModel):
     """All fields selector."""
@@ -968,7 +990,7 @@ class AgentAllFieldsSelector(BaseModel):
 ]
 
 
-class AgentNumberOperator(str, Enum):
+class AgentNumberOperator(str, CaseInsensitiveEnum):
     """Number operator enumeration."""
 
     DOES_NOT_EQUAL = "doesNotEqual"
@@ -989,14 +1011,8 @@ class AgentNumberRule(BaseModel):
 
     model_config = ConfigDict(populate_by_name=True, extra="allow")
 
-    @field_validator("operator", mode="before")
-    @classmethod
-    def normalize_operator(cls, v: Any) -> Any:
-        """Normalize operator by decapitalizing first letter."""
-        return _decapitalize_first_letter(v) if isinstance(v, str) else v
 
-
-class AgentBooleanOperator(str, Enum):
+class AgentBooleanOperator(str, CaseInsensitiveEnum):
     """Boolean operator enumeration."""
 
     EQUALS = "equals"
@@ -1012,12 +1028,6 @@ class AgentBooleanRule(BaseModel):
 
     model_config = ConfigDict(populate_by_name=True, extra="allow")
 
-    @field_validator("operator", mode="before")
-    @classmethod
-    def normalize_operator(cls, v: Any) -> Any:
-        """Normalize operator by decapitalizing first letter."""
-        return _decapitalize_first_letter(v) if isinstance(v, str) else v
-
 
 AgentRule = Annotated[
     AgentWordRule | AgentNumberRule | AgentBooleanRule | UniversalRule,
@@ -1072,16 +1082,10 @@ class AgentMetadata(BaseCfg):
 class AgentMessage(BaseCfg):
     """Agent message model."""
 
-    role: Literal[AgentMessageRole.SYSTEM, AgentMessageRole.USER]
+    role: AgentMessageRole
     content: str
     content_tokens: Optional[List[TextToken]] = Field(None, alias="contentTokens")
 
-    @field_validator("role", mode="before")
-    @classmethod
-    def normalize_role(cls, v: Any) -> Any:
-        """Normalize role to lowercase enum/string."""
-        return v.lower() if isinstance(v, str) else v
-
 
 class AgentByomProperties(BaseCfg):
     """Agent byom properties model."""
@@ -1099,6 +1103,7 @@ class AgentSettings(BaseCfg):
     temperature: float
     byom_properties: Optional[AgentByomProperties] = Field(None, alias="byomProperties")
     max_iterations: Optional[int] = Field(None, alias="maxIterations")
+    persona: Optional[str] = Field(None, alias="persona")
 
 
 class AgentDefinition(BaseModel):
@@ -1198,6 +1203,7 @@ def _normalize_resources(v: Dict[str, Any]) -> None:
             "structured": "Structured",
             "deeprag": "DeepRAG",
             "batchtransform": "BatchTransform",
+            "datafabric": "DataFabric",
             "unknown": "Unknown",
         }
 
diff --git a/src/uipath/agent/models/evals.py b/packages/uipath/src/uipath/agent/models/evals.py
similarity index 83%
rename from src/uipath/agent/models/evals.py
rename to packages/uipath/src/uipath/agent/models/evals.py
index accc61f2e..6bc94bad4 100644
--- a/src/uipath/agent/models/evals.py
+++ b/packages/uipath/src/uipath/agent/models/evals.py
@@ -7,11 +7,11 @@
 
 from pydantic import Field
 
-from uipath._cli._evals._models._evaluation_set import EvaluationSet
-from uipath._cli._evals._models._evaluator import Evaluator
 from uipath.agent.models.agent import (
     AgentDefinition,
 )
+from uipath.eval.evaluators.evaluator import Evaluator
+from uipath.eval.models.evaluation_set import EvaluationSet
 
 
 class AgentEvalsDefinition(AgentDefinition):
diff --git a/src/uipath/agent/react/__init__.py b/packages/uipath/src/uipath/agent/react/__init__.py
similarity index 100%
rename from src/uipath/agent/react/__init__.py
rename to packages/uipath/src/uipath/agent/react/__init__.py
diff --git a/src/uipath/agent/react/conversational_prompts.py b/packages/uipath/src/uipath/agent/react/conversational_prompts.py
similarity index 64%
rename from src/uipath/agent/react/conversational_prompts.py
rename to packages/uipath/src/uipath/agent/react/conversational_prompts.py
index 52bc2ab01..708aa0b3d 100644
--- a/src/uipath/agent/react/conversational_prompts.py
+++ b/packages/uipath/src/uipath/agent/react/conversational_prompts.py
@@ -3,26 +3,12 @@
 import json
 import logging
 from datetime import datetime, timezone
-from enum import Enum
 
 from pydantic import BaseModel
 
 logger = logging.getLogger(__name__)
 
 
-class CitationType(Enum):
-    """Citation type for system prompt generation.
-
-    Some models may have issues wrapping citation tags around text.
-    In those cases, we can prompt the citation tags to be placed after the text instead.
-    We also allow disabling citations entirely, for scenarios such as voice output.
-    """
-
-    NONE = "none"
-    WRAPPED = "wrapped"
-    TRAILING = "trailing"
-
-
 class PromptUserSettings(BaseModel):
     """User settings for inclusion in the system prompt."""
 
@@ -96,26 +82,32 @@ class PromptUserSettings(BaseModel):
 - Any information drawn from web search results.
 - Any information drawn from Context Grounding documents.
 
-CITATION FORMAT:
-{{CONVERSATIONAL_AGENT_SERVICE_PREFIX_citationFormatPrompt}}
+CITATION FORMAT (self-closing tag after each sentence with cited information):
+- Web results: <uip:cite title="Document Title" url="https://url"/>
+- Context Grounding: <uip:cite title="Document Title" reference="https://url" page_number="1"/>
 
 TOOL RESULT PATTERNS REQUIRING CITATION:
 Tool results containing these fields indicate citable sources:
-- Web results: "url", "title" fields
-- Context Grounding: objects with "reference", "source", "page_number", "content"
-
-SOURCE FORMATS:
-- URLs: {"title":"Page Title","url":"https://example.com"}
-- Context Grounding: {"title":"filename.pdf","reference":"https://ref.url","page_number":1}
-  where title is set to the document source (filename), and reference and page_number
-  are from the tool results
+- Web results: "url", "title" fields -> use url, title attributes
+- Context Grounding: objects with "reference", "source", "page_number" -> use reference, title (from source), page_number attributes
 
 RULES:
-- Minimum 1 source per citation (never empty array)
-- Truncate titles >48 chars
+- Place citation tag immediately after the sentence containing the cited fact
+- title attribute is required (truncate to 48 chars if needed)
+- For web results: use title and url attributes
+- For context grounding: use title, reference, and page_number attributes
 - Never include citations in tool inputs
+- Do not mix attributes between citation types: web results use only title/url, context grounding uses only title/reference/page_number
+- Do not add a space before the citation tag
 
-{{CONVERSATIONAL_AGENT_SERVICE_PREFIX_citationExamplePrompt}}
+EXAMPLES OF CORRECT USAGE:
+AI adoption is growing rapidly.<uip:cite title="Industry Study" url="https://example.com/study"/>
+The procedure requires manager approval.<uip:cite title="Policy Manual v2.pdf" reference="https://docs.example.com/ref" page_number="15"/>
+
+CRITICAL ERRORS TO AVOID:
+<uip:cite/> (missing attributes)
+<uip:cite title=""/> (empty title)
+Putting all citations at the very end of the response instead of after each sentence
 
 =====================================================================
 EXECUTION CHECKLIST
@@ -144,24 +136,6 @@ class PromptUserSettings(BaseModel):
 {user_settings_json}
 ```"""
 
-_CITATION_FORMAT_WRAPPED = "<uip:cite sources='[...]'>factual claim here</uip:cite>"
-_CITATION_FORMAT_TRAILING = "factual claim here<uip:cite sources='[...]'></uip:cite>"
-
-_CITATION_EXAMPLE_WRAPPED = """EXAMPLES OF CORRECT USAGE:
-<uip:cite sources='[{"title":"Study","url":"https://example.com"}]'>AI adoption is growing</uip:cite>
-
-CRITICAL ERRORS TO AVOID:
-<uip:cite sources='[]'>text</uip:cite> (empty sources)
-Some text<uip:cite sources='[...]'>part</uip:cite>more text (spacing)
-<uip:cite sources='[...]'></uip:cite> (empty claim)"""
-
-_CITATION_EXAMPLE_TRAILING = """EXAMPLES OF CORRECT USAGE:
-AI adoption is growing<uip:cite sources='[{"title":"Study","url":"https://example.com"}]'></uip:cite>
-
-CRITICAL ERRORS TO AVOID:
-text<uip:cite sources='[]'></uip:cite> (empty sources)
-Some text<uip:cite sources='[...]'>part</uip:cite>more text (content between citation tags)"""
-
 
 def get_chat_system_prompt(
     model: str,
@@ -178,9 +152,6 @@ def get_chat_system_prompt(
     Returns:
         The complete system prompt string
     """
-    # Determine citation type based on model
-    citation_type = _get_citation_type(model)
-
     # Format date as ISO 8601 (yyyy-MM-ddTHH:mmZ)
     formatted_date = datetime.now(timezone.utc).strftime("%Y-%m-%dT%H:%MZ")
 
@@ -206,35 +177,10 @@ def get_chat_system_prompt(
         "{{CONVERSATIONAL_AGENT_SERVICE_PREFIX_userSettingsPrompt}}",
         _get_user_settings_template(user_settings),
     )
-    prompt = prompt.replace(
-        "{{CONVERSATIONAL_AGENT_SERVICE_PREFIX_citationFormatPrompt}}",
-        _get_citation_format_prompt(citation_type),
-    )
-    prompt = prompt.replace(
-        "{{CONVERSATIONAL_AGENT_SERVICE_PREFIX_citationExamplePrompt}}",
-        _get_citation_example_prompt(citation_type),
-    )
 
     return prompt
 
 
-def _get_citation_type(model: str) -> CitationType:
-    """Determine the citation type based on the agent's model.
-
-    GPT models use trailing citations due to issues with generating
-    wrapped citations around text.
-
-    Args:
-        model: The model name
-
-    Returns:
-        CitationType.TRAILING for GPT models, CitationType.WRAPPED otherwise
-    """
-    if "gpt" in model.lower():
-        return CitationType.TRAILING
-    return CitationType.WRAPPED
-
-
 def _get_user_settings_template(
     user_settings: PromptUserSettings | None,
 ) -> str:
@@ -259,35 +205,3 @@ def _get_user_settings_template(
 
     user_settings_json = json.dumps(settings_dict, ensure_ascii=False)
     return _USER_CONTEXT_TEMPLATE.format(user_settings_json=user_settings_json)
-
-
-def _get_citation_format_prompt(citation_type: CitationType) -> str:
-    """Get the citation format prompt based on citation type.
-
-    Args:
-        citation_type: The type of citation formatting to use
-
-    Returns:
-        The citation format string or empty string for NONE
-    """
-    if citation_type == CitationType.WRAPPED:
-        return _CITATION_FORMAT_WRAPPED
-    elif citation_type == CitationType.TRAILING:
-        return _CITATION_FORMAT_TRAILING
-    return ""
-
-
-def _get_citation_example_prompt(citation_type: CitationType) -> str:
-    """Get the citation example prompt based on citation type.
-
-    Args:
-        citation_type: The type of citation formatting to use
-
-    Returns:
-        The citation examples string or empty string for NONE
-    """
-    if citation_type == CitationType.WRAPPED:
-        return _CITATION_EXAMPLE_WRAPPED
-    elif citation_type == CitationType.TRAILING:
-        return _CITATION_EXAMPLE_TRAILING
-    return ""
diff --git a/src/uipath/agent/react/prompts.py b/packages/uipath/src/uipath/agent/react/prompts.py
similarity index 100%
rename from src/uipath/agent/react/prompts.py
rename to packages/uipath/src/uipath/agent/react/prompts.py
diff --git a/src/uipath/agent/react/tools.py b/packages/uipath/src/uipath/agent/react/tools.py
similarity index 100%
rename from src/uipath/agent/react/tools.py
rename to packages/uipath/src/uipath/agent/react/tools.py
diff --git a/src/uipath/agent/utils/__init__.py b/packages/uipath/src/uipath/agent/utils/__init__.py
similarity index 100%
rename from src/uipath/agent/utils/__init__.py
rename to packages/uipath/src/uipath/agent/utils/__init__.py
diff --git a/src/uipath/agent/utils/_utils.py b/packages/uipath/src/uipath/agent/utils/_utils.py
similarity index 97%
rename from src/uipath/agent/utils/_utils.py
rename to packages/uipath/src/uipath/agent/utils/_utils.py
index c325dd007..539c735f7 100644
--- a/src/uipath/agent/utils/_utils.py
+++ b/packages/uipath/src/uipath/agent/utils/_utils.py
@@ -6,7 +6,6 @@
 from httpx import Response
 from pydantic import TypeAdapter
 
-from uipath._cli._utils._eval_set import EvalHelpers
 from uipath._cli._utils._project_files import pull_project
 from uipath._cli._utils._studio_project import (
     ProjectFile,
@@ -15,11 +14,12 @@
     StudioSolutionsClient,
     resolve_path,
 )
-from uipath._utils.constants import EVALS_FOLDER
 from uipath.agent.models.agent import (
     AgentDefinition,
 )
 from uipath.agent.models.evals import AgentEvalsDefinition
+from uipath.eval.constants import EVALS_FOLDER
+from uipath.eval.helpers import EvalHelpers
 
 logger = logging.getLogger(__name__)
 
diff --git a/src/uipath/agent/utils/text_tokens.py b/packages/uipath/src/uipath/agent/utils/text_tokens.py
similarity index 100%
rename from src/uipath/agent/utils/text_tokens.py
rename to packages/uipath/src/uipath/agent/utils/text_tokens.py
diff --git a/packages/uipath/src/uipath/eval/_execution_context.py b/packages/uipath/src/uipath/eval/_execution_context.py
new file mode 100644
index 000000000..18596fddf
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/_execution_context.py
@@ -0,0 +1,44 @@
+"""Execution context variables and span collection shared between eval.runtime and eval.mocks.
+
+This is a leaf module with no internal dependencies (only opentelemetry),
+so it can be safely imported from anywhere without triggering circular imports.
+"""
+
+from collections import defaultdict
+from contextvars import ContextVar
+
+from opentelemetry.sdk.trace import ReadableSpan, Span
+
+
+class ExecutionSpanCollector:
+    """Collects spans as they are created during execution."""
+
+    def __init__(self):
+        # { execution_id -> list of spans }
+        self._spans: dict[str, list[ReadableSpan]] = defaultdict(list)
+
+    def add_span(self, span: Span, execution_id: str) -> None:
+        self._spans[execution_id].append(span)
+
+    def get_spans(self, execution_id: str) -> list[ReadableSpan]:
+        return self._spans.get(execution_id, [])
+
+    def clear(self, execution_id: str | None = None) -> None:
+        if execution_id:
+            self._spans.pop(execution_id, None)
+        else:
+            self._spans.clear()
+
+
+# Span collector for trace access during mocking
+span_collector_context: ContextVar[ExecutionSpanCollector | None] = ContextVar(
+    "span_collector", default=None
+)
+
+# Execution ID for the current evaluation item
+execution_id_context: ContextVar[str | None] = ContextVar("execution_id", default=None)
+
+# Evaluation set run ID (action ID) for grouping related LLM calls
+eval_set_run_id_context: ContextVar[str | None] = ContextVar(
+    "eval_set_run_id", default=None
+)
diff --git a/packages/uipath/src/uipath/eval/_helpers/__init__.py b/packages/uipath/src/uipath/eval/_helpers/__init__.py
new file mode 100644
index 000000000..7c034c3e1
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/_helpers/__init__.py
@@ -0,0 +1 @@
+"""Helper functions for evaluation process."""
diff --git a/src/uipath/eval/_helpers/evaluators_helpers.py b/packages/uipath/src/uipath/eval/_helpers/evaluators_helpers.py
similarity index 100%
rename from src/uipath/eval/_helpers/evaluators_helpers.py
rename to packages/uipath/src/uipath/eval/_helpers/evaluators_helpers.py
diff --git a/src/uipath/eval/_helpers/helpers.py b/packages/uipath/src/uipath/eval/_helpers/helpers.py
similarity index 52%
rename from src/uipath/eval/_helpers/helpers.py
rename to packages/uipath/src/uipath/eval/_helpers/helpers.py
index f00f5f5e5..e69976955 100644
--- a/src/uipath/eval/_helpers/helpers.py
+++ b/packages/uipath/src/uipath/eval/_helpers/helpers.py
@@ -1,12 +1,10 @@
+"""Helper functions for evaluation process."""
+
 import functools
-import json
-import os
 import time
 from collections.abc import Callable
 from typing import Any
 
-import click
-
 from ..models import ErrorEvaluationResult, EvaluationResult
 
 
@@ -37,52 +35,6 @@ def is_empty_value(value: Any) -> bool:
     return False
 
 
-def auto_discover_entrypoint() -> str:
-    """Auto-discover entrypoint from config file.
-
-    Returns:
-        Entrypoint name (key from the functions dict)
-
-    Raises:
-        ValueError: If no entrypoint found or multiple entrypoints exist
-    """
-    from uipath._cli._utils._console import ConsoleLogger
-    from uipath._utils.constants import UIPATH_CONFIG_FILE
-
-    console = ConsoleLogger()
-
-    if not os.path.isfile(UIPATH_CONFIG_FILE):
-        raise ValueError(
-            f"File '{UIPATH_CONFIG_FILE}' not found. Please run 'uipath init'."
-        )
-
-    with open(UIPATH_CONFIG_FILE, "r", encoding="utf-8") as f:
-        uipath_config = json.loads(f.read())
-
-    entrypoints: dict[str, str] = uipath_config.get("functions", {})
-
-    if not entrypoints:
-        raise ValueError(
-            f"No entrypoints found in {UIPATH_CONFIG_FILE}. "
-            "Add a 'functions' section to uipath.json"
-        )
-
-    if len(entrypoints) > 1:
-        entrypoint_list = list(entrypoints.keys())
-        raise ValueError(
-            f"Multiple entrypoints found: {entrypoint_list}. "
-            "Please specify which entrypoint to use."
-        )
-
-    entrypoint_name = next(iter(entrypoints.keys()))
-    entrypoint_path = entrypoints[entrypoint_name]
-    console.info(
-        f"Auto-discovered entrypoint: {click.style(entrypoint_name, fg='cyan')} "
-        f"({entrypoint_path})"
-    )
-    return entrypoint_name
-
-
 def track_evaluation_metrics(func: Callable[..., Any]) -> Callable[..., Any]:
     """Decorator to track evaluation metrics and handle errors gracefully."""
 
diff --git a/packages/uipath/src/uipath/eval/_helpers/output_path.py b/packages/uipath/src/uipath/eval/_helpers/output_path.py
new file mode 100644
index 000000000..5c50a34df
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/_helpers/output_path.py
@@ -0,0 +1,89 @@
+"""Utility for resolving dot-notation paths from agent output dictionaries.
+
+Supports:
+- "*" → return entire output (default behavior)
+- "result" → flat key lookup (backward compatible)
+- "result.calculation.value" → nested dot-notation path
+- "items[0].name" → array index access with dot-notation
+- "items[2].details.score" → mixed nested object and array access
+
+Examples:
+    >>> resolve_output_path({"result": {"value": 42}}, "result.value")
+    42
+    >>> resolve_output_path({"items": [{"name": "a"}, {"name": "b"}]}, "items[1].name")
+    'b'
+    >>> resolve_output_path({"result": 5}, "*")
+    {"result": 5}
+"""
+
+import re
+from typing import Any
+
+
+def resolve_output_path(output: Any, path: str) -> Any:
+    """Resolve a dot-notation path with optional array indexing from output.
+
+    Args:
+        output: The output dictionary (or any value) to resolve the path from.
+        path: The path string. "*" returns the full output.
+              Dot notation for nested objects: "a.b.c"
+              Bracket notation for array indices: "items[0].name"
+
+    Returns:
+        The resolved value at the given path.
+
+    Raises:
+        KeyError: If a dict key in the path is not found.
+        IndexError: If an array index is out of range.
+        TypeError: If the path tries to index into a non-dict/non-list value.
+    """
+    if path == "*":
+        return output
+
+    tokens = _tokenize_path(path)
+    current = output
+
+    for token in tokens:
+        if isinstance(token, int):
+            if not isinstance(current, (list, tuple)):
+                raise TypeError(
+                    f"Cannot index into {type(current).__name__} with integer index [{token}]"
+                )
+            current = current[token]
+        else:
+            if not isinstance(current, dict):
+                raise TypeError(
+                    f"Cannot access key '{token}' on {type(current).__name__}"
+                )
+            current = current[token]
+
+    return current
+
+
+# Pattern to match either:
+#   - a bare key segment (no dots or brackets)
+#   - a bracket index like [0], [12]
+_TOKEN_PATTERN = re.compile(r"([^.\[\]]+)|\[(\d+)\]")
+
+
+def _tokenize_path(path: str) -> list[str | int]:
+    """Parse a path string into a list of string keys and integer indices.
+
+    Examples:
+        "result" → ["result"]
+        "result.value" → ["result", "value"]
+        "items[0].name" → ["items", 0, "name"]
+        "data[2].nested.list[0]" → ["data", 2, "nested", "list", 0]
+    """
+    tokens: list[str | int] = []
+    for match in _TOKEN_PATTERN.finditer(path):
+        key_part, index_part = match.groups()
+        if index_part is not None:
+            tokens.append(int(index_part))
+        else:
+            tokens.append(key_part)
+
+    if not tokens:
+        raise ValueError(f"Invalid path: '{path}'")
+
+    return tokens
diff --git a/packages/uipath/src/uipath/eval/constants.py b/packages/uipath/src/uipath/eval/constants.py
new file mode 100644
index 000000000..4bd86ecf1
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/constants.py
@@ -0,0 +1,8 @@
+"""Constants used in the evaluation module."""
+
+# Folder names
+LEGACY_EVAL_FOLDER = "evals"
+EVALS_FOLDER = "evaluations"
+
+# Evaluators
+CUSTOM_EVALUATOR_PREFIX = "file://"
diff --git a/src/uipath/eval/evaluators/__init__.py b/packages/uipath/src/uipath/eval/evaluators/__init__.py
similarity index 90%
rename from src/uipath/eval/evaluators/__init__.py
rename to packages/uipath/src/uipath/eval/evaluators/__init__.py
index 518c327eb..e5a1c75ca 100644
--- a/src/uipath/eval/evaluators/__init__.py
+++ b/packages/uipath/src/uipath/eval/evaluators/__init__.py
@@ -10,6 +10,7 @@
     BaseEvaluatorJustification,
 )
 from .base_legacy_evaluator import BaseLegacyEvaluator
+from .binary_classification_evaluator import BinaryClassificationEvaluator
 
 # Legacy evaluators
 from .contains_evaluator import ContainsEvaluator
@@ -32,6 +33,7 @@
     LLMJudgeTrajectoryEvaluator,
     LLMJudgeTrajectorySimulationEvaluator,
 )
+from .multiclass_classification_evaluator import MulticlassClassificationEvaluator
 from .tool_call_args_evaluator import ToolCallArgsEvaluator
 from .tool_call_count_evaluator import ToolCallCountEvaluator
 from .tool_call_order_evaluator import ToolCallOrderEvaluator
@@ -40,6 +42,8 @@
 EVALUATORS: list[type[BaseEvaluator[Any, Any, Any]]] = [
     ExactMatchEvaluator,
     ContainsEvaluator,
+    BinaryClassificationEvaluator,
+    MulticlassClassificationEvaluator,
     JsonSimilarityEvaluator,
     LLMJudgeOutputEvaluator,
     LLMJudgeStrictJSONSimilarityOutputEvaluator,
@@ -61,6 +65,8 @@
     "LegacyJsonSimilarityEvaluator",
     # Current coded evaluators
     "BaseEvaluator",
+    "BinaryClassificationEvaluator",
+    "MulticlassClassificationEvaluator",
     "ContainsEvaluator",
     "ExactMatchEvaluator",
     "JsonSimilarityEvaluator",
diff --git a/src/uipath/eval/evaluators/base_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/base_evaluator.py
similarity index 96%
rename from src/uipath/eval/evaluators/base_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/base_evaluator.py
index 18e296da0..73fac46c6 100644
--- a/src/uipath/eval/evaluators/base_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/base_evaluator.py
@@ -10,6 +10,7 @@
 from .._helpers.helpers import track_evaluation_metrics
 from ..models import AgentExecution, EvaluationResult
 from ..models.models import (
+    EvaluationResultDto,
     UiPathEvaluationError,
     UiPathEvaluationErrorCategory,
 )
@@ -141,7 +142,8 @@ def validate_model(cls, values: Any) -> Any:
 
             # Validate and create the config object if config dict is provided
             try:
-                validated_config = config_type.model_validate(values.get("config", {}))
+                raw_config = values.get("config") or values.get("evaluatorConfig") or {}
+                validated_config = config_type.model_validate(raw_config)
                 values["evaluator_config"] = validated_config
             except Exception as e:
                 raise UiPathEvaluationError(
@@ -553,6 +555,24 @@ def generate_json_type(cls) -> dict[str, Any]:
             "justificationSchema": cls.get_justification_schema(),
         }
 
+    def reduce_scores(self, results: list[EvaluationResultDto]) -> float:
+        """Reduce per-datapoint results into a single aggregated score.
+
+        Default implementation computes a simple average of scores. Subclasses
+        can override this to implement custom aggregation logic (e.g., precision,
+        recall) using the rich per-datapoint data in EvaluationResultDto.
+
+        Args:
+            results: List of per-datapoint results, each containing the score
+                and evaluation details/justification.
+
+        Returns:
+            The aggregated score
+        """
+        if not results:
+            return 0.0
+        return sum(r.score for r in results) / len(results)
+
     @abstractmethod
     async def validate_and_evaluate_criteria(
         self, agent_execution: AgentExecution, evaluation_criteria: Any
diff --git a/src/uipath/eval/evaluators/base_legacy_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/base_legacy_evaluator.py
similarity index 97%
rename from src/uipath/eval/evaluators/base_legacy_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/base_legacy_evaluator.py
index 706fdd0fd..c053843f0 100644
--- a/src/uipath/eval/evaluators/base_legacy_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/base_legacy_evaluator.py
@@ -8,14 +8,13 @@
 
 from pydantic import ConfigDict, Field
 
-from uipath.eval.models import EvaluationResult
-from uipath.eval.models.models import (
+from ..models import EvaluationResult
+from ..models.models import (
     AgentExecution,
     ErrorEvaluationResult,
     LegacyEvaluatorCategory,
     LegacyEvaluatorType,
 )
-
 from .base_evaluator import (
     BaseEvaluationCriteria,
     BaseEvaluatorConfig,
diff --git a/packages/uipath/src/uipath/eval/evaluators/binary_classification_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/binary_classification_evaluator.py
new file mode 100644
index 000000000..d56509228
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/evaluators/binary_classification_evaluator.py
@@ -0,0 +1,132 @@
+"""Binary classification evaluator for agent outputs.
+
+Evaluates binary classification by comparing predicted vs expected class.
+Per-datapoint score is 1.0 (correct) or 0.0 (incorrect). The reduce_scores
+method reads predicted/expected from justification details to build
+TP/FP/FN/TN counts and compute precision, recall, or F-score.
+"""
+
+from typing import Literal
+
+from ..models import (
+    AgentExecution,
+    EvaluationResult,
+    EvaluatorType,
+    NumericEvaluationResult,
+)
+from ..models.models import (
+    EvaluationResultDto,
+    UiPathEvaluationError,
+    UiPathEvaluationErrorCategory,
+)
+from .base_evaluator import BaseEvaluationCriteria, BaseEvaluatorJustification
+from .output_evaluator import (
+    BaseOutputEvaluator,
+    OutputEvaluatorConfig,
+)
+
+
+class BinaryClassificationEvaluationCriteria(BaseEvaluationCriteria):
+    """Per-datapoint criteria: which class this sample should belong to."""
+
+    expected_class: str
+
+
+class BinaryClassificationEvaluatorConfig(
+    OutputEvaluatorConfig[BinaryClassificationEvaluationCriteria]
+):
+    """Configuration for the binary classification evaluator."""
+
+    name: str = "BinaryClassificationEvaluator"
+    positive_class: str
+    metric_type: Literal["precision", "recall", "f-score"] = "precision"
+    f_value: float = 1.0
+
+
+class BinaryClassificationEvaluator(
+    BaseOutputEvaluator[
+        BinaryClassificationEvaluationCriteria,
+        BinaryClassificationEvaluatorConfig,
+        BaseEvaluatorJustification,
+    ]
+):
+    """Binary classification evaluator with precision/recall/F-score aggregation.
+
+    Per-datapoint scores are 1.0 (correct) or 0.0 (incorrect). The reduce_scores
+    method reads predicted/expected from justification details to compute metrics.
+    """
+
+    @classmethod
+    def get_evaluator_id(cls) -> str:
+        """Get the evaluator id."""
+        return EvaluatorType.BINARY_CLASSIFICATION.value
+
+    async def evaluate(
+        self,
+        agent_execution: AgentExecution,
+        evaluation_criteria: BinaryClassificationEvaluationCriteria,
+    ) -> EvaluationResult:
+        """Evaluate binary classification by comparing predicted vs expected class."""
+        predicted_class = str(self._get_actual_output(agent_execution)).lower()
+        expected_class = evaluation_criteria.expected_class.lower()
+        positive_class = self.evaluator_config.positive_class.lower()
+
+        if not positive_class:
+            raise UiPathEvaluationError(
+                code="INVALID_POSITIVE_CLASS",
+                title="Positive class is empty",
+                detail="positive_class must be a non-empty string",
+                category=UiPathEvaluationErrorCategory.USER,
+            )
+
+        score = 1.0 if predicted_class == expected_class else 0.0
+
+        justification = self.validate_justification(
+            {
+                "expected": expected_class,
+                "actual": predicted_class,
+            }
+        )
+        return NumericEvaluationResult(score=score, details=justification)
+
+    def reduce_scores(self, results: list[EvaluationResultDto]) -> float:
+        """Compute precision, recall, or F-score from per-datapoint results."""
+        if not results:
+            return 0.0
+
+        positive_class = self.evaluator_config.positive_class.lower()
+        tp = fp = fn = 0
+
+        for r in results:
+            if isinstance(r.details, BaseEvaluatorJustification):
+                details = r.details
+            elif isinstance(r.details, dict):
+                try:
+                    details = BaseEvaluatorJustification.model_validate(r.details)
+                except Exception:
+                    continue
+            else:
+                continue
+            pred = details.actual
+            exp = details.expected
+            if pred == positive_class and exp == positive_class:
+                tp += 1
+            elif pred == positive_class:
+                fp += 1
+            elif exp == positive_class:
+                fn += 1
+
+        metric_type = self.evaluator_config.metric_type
+
+        if metric_type == "precision":
+            return tp / (tp + fp) if (tp + fp) > 0 else 0.0
+        elif metric_type == "recall":
+            return tp / (tp + fn) if (tp + fn) > 0 else 0.0
+        elif metric_type == "f-score":
+            p = tp / (tp + fp) if (tp + fp) > 0 else 0.0
+            rec = tp / (tp + fn) if (tp + fn) > 0 else 0.0
+            beta_sq = self.evaluator_config.f_value**2
+            denom = beta_sq * p + rec
+            return (1 + beta_sq) * p * rec / denom if denom > 0 else 0.0
+        else:
+            return 0.0
diff --git a/src/uipath/eval/evaluators/contains_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/contains_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/contains_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/contains_evaluator.py
diff --git a/src/uipath/_cli/_evals/_models/_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/evaluator.py
similarity index 83%
rename from src/uipath/_cli/_evals/_models/_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/evaluator.py
index 7e11b4459..b3d3b5b91 100644
--- a/src/uipath/_cli/_evals/_models/_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/evaluator.py
@@ -1,9 +1,17 @@
+"""Evaluator definitions and discriminators for legacy and coded evaluators."""
+
 from typing import Annotated, Any, Union
 
 from pydantic import ConfigDict, Discriminator, Field, Tag
 
-from uipath.eval.evaluators import (
+from ..models import (
+    EvaluatorType,
+    LegacyEvaluatorCategory,
+    LegacyEvaluatorType,
+)
+from . import (
     BaseLegacyEvaluator,
+    BinaryClassificationEvaluator,
     ContainsEvaluator,
     ExactMatchEvaluator,
     JsonSimilarityEvaluator,
@@ -15,34 +23,37 @@
     LLMJudgeStrictJSONSimilarityOutputEvaluator,
     LLMJudgeTrajectoryEvaluator,
     LLMJudgeTrajectorySimulationEvaluator,
+    MulticlassClassificationEvaluator,
     ToolCallArgsEvaluator,
     ToolCallCountEvaluator,
     ToolCallOrderEvaluator,
     ToolCallOutputEvaluator,
 )
-from uipath.eval.evaluators.base_evaluator import BaseEvaluator, BaseEvaluatorConfig
-from uipath.eval.models import (
-    EvaluatorType,
-    LegacyEvaluatorCategory,
-    LegacyEvaluatorType,
-)
+from .base_evaluator import BaseEvaluator, BaseEvaluatorConfig
 
 
 class UnknownLegacyEvaluator(BaseLegacyEvaluator[Any]):
+    """Fallback evaluator for unknown legacy evaluator types."""
+
     pass
 
 
 class UnknownEvaluatorConfig(BaseEvaluatorConfig[Any]):
+    """Fallback config for unknown evaluator types."""
+
     model_config = ConfigDict(
         validate_by_name=True, validate_by_alias=True, extra="allow"
     )
 
 
 class UnknownCodedEvaluator(BaseEvaluator[Any, Any, Any]):
+    """Fallback evaluator for unknown coded evaluator types."""
+
     pass
 
 
 def legacy_evaluator_discriminator(data: Any) -> str:
+    """Determine the specific legacy evaluator type based on category and type fields."""
     if isinstance(data, dict):
         category = data.get("category")
         evaluator_type = data.get("type")
@@ -93,6 +104,7 @@ def legacy_evaluator_discriminator(data: Any) -> str:
 
 
 def coded_evaluator_discriminator(data: Any) -> str:
+    """Determine the specific coded evaluator type based on evaluatorTypeId field."""
     if isinstance(data, dict):
         evaluator_type_id = data.get("evaluatorTypeId")
         match evaluator_type_id:
@@ -118,6 +130,10 @@ def coded_evaluator_discriminator(data: Any) -> str:
                 return "ToolCallOrderEvaluator"
             case EvaluatorType.TOOL_CALL_OUTPUT:
                 return "ToolCallOutputEvaluator"
+            case EvaluatorType.BINARY_CLASSIFICATION:
+                return "BinaryClassificationEvaluator"
+            case EvaluatorType.MULTICLASS_CLASSIFICATION:
+                return "MulticlassClassificationEvaluator"
             case _:
                 return "UnknownEvaluator"
     else:
@@ -170,6 +186,14 @@ def coded_evaluator_discriminator(data: Any) -> str:
             LLMJudgeTrajectorySimulationEvaluator,
             Tag("LLMJudgeTrajectorySimulationEvaluator"),
         ],
+        Annotated[
+            BinaryClassificationEvaluator,
+            Tag("BinaryClassificationEvaluator"),
+        ],
+        Annotated[
+            MulticlassClassificationEvaluator,
+            Tag("MulticlassClassificationEvaluator"),
+        ],
         Annotated[
             UnknownCodedEvaluator,
             Tag("UnknownEvaluator"),
@@ -180,6 +204,7 @@ def coded_evaluator_discriminator(data: Any) -> str:
 
 
 def evaluator_discriminator(data: Any) -> str:
+    """Determine the specific evaluator type (legacy vs coded) based on presence of version field."""
     if "version" in data:
         return "CodedEvaluator"
     else:
diff --git a/src/uipath/_cli/_evals/_evaluator_factory.py b/packages/uipath/src/uipath/eval/evaluators/evaluator_factory.py
similarity index 89%
rename from src/uipath/_cli/_evals/_evaluator_factory.py
rename to packages/uipath/src/uipath/eval/evaluators/evaluator_factory.py
index 4c53a2c44..6a80caac6 100644
--- a/src/uipath/_cli/_evals/_evaluator_factory.py
+++ b/packages/uipath/src/uipath/eval/evaluators/evaluator_factory.py
@@ -1,3 +1,5 @@
+"""Factory class for creating evaluator instances based on configuration."""
+
 import importlib.util
 import logging
 import sys
@@ -6,12 +8,8 @@
 
 from pydantic import TypeAdapter
 
-from uipath._cli._evals._helpers import (  # type: ignore # Remove after gnarly fix
-    try_extract_file_and_class_name,
-)
-from uipath._cli._evals._models._evaluator import CodedEvaluator, LegacyEvaluator
-from uipath._utils.constants import EVALS_FOLDER
-from uipath.eval.evaluators import (
+from ..constants import CUSTOM_EVALUATOR_PREFIX, EVALS_FOLDER
+from . import (
     BaseEvaluator,
     BaseLegacyEvaluator,
     LegacyContextPrecisionEvaluator,
@@ -19,11 +17,25 @@
     LegacyLlmAsAJudgeEvaluator,
     LegacyTrajectoryEvaluator,
 )
-from uipath.eval.evaluators.base_evaluator import GenericBaseEvaluator
+from .base_evaluator import GenericBaseEvaluator
+from .evaluator import CodedEvaluator, LegacyEvaluator
 
 logger = logging.getLogger(__name__)
 
 
+def _try_extract_file_and_class_name(text: str) -> tuple[bool, str, str]:
+    if text.startswith(CUSTOM_EVALUATOR_PREFIX):
+        file_and_class = text[len(CUSTOM_EVALUATOR_PREFIX) :]
+        if ":" not in file_and_class:
+            raise ValueError(
+                f"evaluatorSchema must include class name after ':' - got: {text}"
+            )
+        file_path_str, class_name = file_and_class.rsplit(":", 1)
+
+        return True, file_path_str, class_name
+    return False, "", ""
+
+
 class EvaluatorFactory:
     """Factory class for creating evaluator instances based on configuration."""
 
@@ -66,6 +78,7 @@ def create_evaluator(
         evaluators_dir: Path | None = None,
         agent_model: str | None = None,
     ) -> GenericBaseEvaluator[Any, Any, Any]:
+        """Create an evaluator instance from configuration data."""
         if data.get("version", None) == "1.0":
             return cls._create_evaluator_internal(data, evaluators_dir)
         else:
@@ -78,7 +91,7 @@ def _create_evaluator_internal(
     ) -> BaseEvaluator[Any, Any, Any]:
         # check custom evaluator
         evaluator_schema = data.get("evaluatorSchema", "")
-        success, file_path, class_name = try_extract_file_and_class_name(
+        success, file_path, class_name = _try_extract_file_and_class_name(
             evaluator_schema
         )
         if success:
diff --git a/src/uipath/eval/evaluators/exact_match_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/exact_match_evaluator.py
similarity index 75%
rename from src/uipath/eval/evaluators/exact_match_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/exact_match_evaluator.py
index 5cad0670b..0f1b3e8e8 100644
--- a/src/uipath/eval/evaluators/exact_match_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/exact_match_evaluator.py
@@ -56,20 +56,26 @@ async def evaluate(
         Returns:
             EvaluationResult: Boolean result indicating exact match (True/False)
         """
-        actual_output = str(self._get_actual_output(agent_execution))
-        expected_output = str(self._get_expected_output(evaluation_criteria))
-        if not self.evaluator_config.case_sensitive:
-            actual_output = actual_output.lower()
-            expected_output = expected_output.lower()
+        actual_output = self._get_actual_output(agent_execution)
+        expected_output = self._get_expected_output(evaluation_criteria)
+
+        if isinstance(actual_output, str) or isinstance(expected_output, str):
+            actual_str = str(actual_output)
+            expected_str = str(expected_output)
+            if not self.evaluator_config.case_sensitive:
+                actual_str = actual_str.lower()
+                expected_str = expected_str.lower()
+            is_exact_match = actual_str == expected_str
+        else:
+            is_exact_match = actual_output == expected_output
 
-        is_exact_match = actual_output == expected_output
         if self.evaluator_config.negated:
             is_exact_match = not is_exact_match
 
         validated_justification = self.validate_justification(
             {
-                "expected": expected_output,
-                "actual": actual_output,
+                "expected": str(expected_output),
+                "actual": str(actual_output),
             }
         )
         return NumericEvaluationResult(
diff --git a/src/uipath/eval/evaluators/json_similarity_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/json_similarity_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/json_similarity_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/json_similarity_evaluator.py
diff --git a/src/uipath/eval/evaluators/legacy_context_precision_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/legacy_context_precision_evaluator.py
similarity index 96%
rename from src/uipath/eval/evaluators/legacy_context_precision_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_context_precision_evaluator.py
index 81a4f8cb3..ec47d2c62 100644
--- a/src/uipath/eval/evaluators/legacy_context_precision_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/legacy_context_precision_evaluator.py
@@ -4,9 +4,11 @@
 import json
 from typing import Any, Optional
 
-from uipath.eval.models import NumericEvaluationResult
+from uipath.platform import UiPath
+from uipath.platform.chat import UiPathLlmChatService
 
-from ...platform.chat import UiPathLlmChatService
+from .._execution_context import eval_set_run_id_context
+from ..models import NumericEvaluationResult
 from ..models.models import AgentExecution, EvaluationResult
 from .base_legacy_evaluator import (
     BaseLegacyEvaluator,
@@ -108,10 +110,15 @@ def model_post_init(self, __context: Any):
 
     def _initialize_llm(self):
         """Initialize the LLM used for evaluation."""
-        from uipath.platform import UiPath
-
         uipath = UiPath()
-        self.llm = uipath.llm
+        self.llm = UiPathLlmChatService(
+            uipath._config,
+            uipath._execution_context,
+            requesting_product="agentsplayground",
+            requesting_feature="agents-evaluations",
+            agenthub_config="agentsevals",
+            action_id=eval_set_run_id_context.get(),
+        )
 
     @track_evaluation_metrics
     async def evaluate(
diff --git a/src/uipath/eval/evaluators/legacy_deterministic_evaluator_base.py b/packages/uipath/src/uipath/eval/evaluators/legacy_deterministic_evaluator_base.py
similarity index 100%
rename from src/uipath/eval/evaluators/legacy_deterministic_evaluator_base.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_deterministic_evaluator_base.py
diff --git a/src/uipath/eval/evaluators/legacy_evaluator_utils.py b/packages/uipath/src/uipath/eval/evaluators/legacy_evaluator_utils.py
similarity index 100%
rename from src/uipath/eval/evaluators/legacy_evaluator_utils.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_evaluator_utils.py
diff --git a/src/uipath/eval/evaluators/legacy_exact_match_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/legacy_exact_match_evaluator.py
similarity index 72%
rename from src/uipath/eval/evaluators/legacy_exact_match_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_exact_match_evaluator.py
index 1ba80455a..42ffae047 100644
--- a/src/uipath/eval/evaluators/legacy_exact_match_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/legacy_exact_match_evaluator.py
@@ -2,6 +2,7 @@
 
 from uipath.eval.models import BooleanEvaluationResult, EvaluationResult
 
+from .._helpers.output_path import resolve_output_path
 from ..models.models import AgentExecution
 from .base_legacy_evaluator import LegacyEvaluationCriteria, LegacyEvaluatorConfig
 from .legacy_deterministic_evaluator_base import BaseLegacyDeterministicEvaluator
@@ -45,17 +46,25 @@ async def evaluate(
 
         if self.target_output_key and self.target_output_key != "*":
             if isinstance(actual_output, dict) and isinstance(expected_output, dict):
-                if not (
-                    self.target_output_key in actual_output
-                    and self.target_output_key in expected_output
-                ):
-                    # Assuming that we should pass the test.
-                    expected_output = actual_output = {}
-                else:
-                    if self.target_output_key in actual_output:
-                        actual_output = actual_output[self.target_output_key]
-                    if self.target_output_key in expected_output:
-                        expected_output = expected_output[self.target_output_key]
+                actual_resolved = True
+                expected_resolved = True
+
+                try:
+                    actual_output = resolve_output_path(
+                        actual_output, self.target_output_key
+                    )
+                except (KeyError, IndexError, TypeError):
+                    actual_resolved = False
+
+                try:
+                    expected_output = resolve_output_path(
+                        expected_output, self.target_output_key
+                    )
+                except (KeyError, IndexError, TypeError):
+                    expected_resolved = False
+
+                if not actual_resolved or not expected_resolved:
+                    actual_output = expected_output = {}
 
         return BooleanEvaluationResult(
             score=self._canonical_json(actual_output)
diff --git a/src/uipath/eval/evaluators/legacy_faithfulness_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/legacy_faithfulness_evaluator.py
similarity index 97%
rename from src/uipath/eval/evaluators/legacy_faithfulness_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_faithfulness_evaluator.py
index cfa2ab90a..5cd30c9db 100644
--- a/src/uipath/eval/evaluators/legacy_faithfulness_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/legacy_faithfulness_evaluator.py
@@ -3,9 +3,11 @@
 import json
 from typing import Any, Optional
 
-from uipath.eval.models import NumericEvaluationResult
+from uipath.platform import UiPath
 from uipath.platform.chat import UiPathLlmChatService
 
+from .._execution_context import eval_set_run_id_context
+from ..models import NumericEvaluationResult
 from ..models.models import AgentExecution, EvaluationResult
 from .base_legacy_evaluator import (
     BaseLegacyEvaluator,
@@ -46,10 +48,15 @@ def model_post_init(self, __context: Any):
 
     def _initialize_llm(self):
         """Initialize the LLM used for evaluation."""
-        from uipath.platform import UiPath
-
         uipath = UiPath()
-        self.llm = uipath.llm
+        self.llm = UiPathLlmChatService(
+            uipath._config,
+            uipath._execution_context,
+            requesting_product="agentsplayground",
+            requesting_feature="agents-evaluations",
+            agenthub_config="agentsevals",
+            action_id=eval_set_run_id_context.get(),
+        )
 
     @track_evaluation_metrics
     async def evaluate(
diff --git a/src/uipath/eval/evaluators/legacy_json_similarity_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/legacy_json_similarity_evaluator.py
similarity index 88%
rename from src/uipath/eval/evaluators/legacy_json_similarity_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_json_similarity_evaluator.py
index 23c7dc396..70fe28b2e 100644
--- a/src/uipath/eval/evaluators/legacy_json_similarity_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/legacy_json_similarity_evaluator.py
@@ -3,8 +3,8 @@
 import math
 from typing import Any, Tuple, TypeVar
 
-from uipath.eval.models import EvaluationResult, NumericEvaluationResult
-
+from .._helpers.output_path import resolve_output_path
+from ..models import EvaluationResult, NumericEvaluationResult
 from ..models.models import AgentExecution
 from .base_legacy_evaluator import LegacyEvaluationCriteria, LegacyEvaluatorConfig
 from .legacy_deterministic_evaluator_base import BaseLegacyDeterministicEvaluator
@@ -47,10 +47,26 @@ async def evaluate(
         Returns:
             EvaluationResult: Numerical score between 0-100 indicating similarity
         """
+        actual_output = agent_execution.agent_output
+        expected_output = evaluation_criteria.expected_output
+
+        if self.target_output_key and self.target_output_key != "*":
+            try:
+                actual_output = resolve_output_path(
+                    actual_output, self.target_output_key
+                )
+            except (KeyError, IndexError, TypeError):
+                actual_output = {}
+
+            try:
+                expected_output = resolve_output_path(
+                    expected_output, self.target_output_key
+                )
+            except (KeyError, IndexError, TypeError):
+                expected_output = {}
+
         return NumericEvaluationResult(
-            score=self._compare_json(
-                evaluation_criteria.expected_output, agent_execution.agent_output
-            )
+            score=self._compare_json(expected_output, actual_output)
         )
 
     def _compare_json(self, expected: Any, actual: Any) -> float:
diff --git a/src/uipath/eval/evaluators/legacy_llm_as_judge_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/legacy_llm_as_judge_evaluator.py
similarity index 82%
rename from src/uipath/eval/evaluators/legacy_llm_as_judge_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_llm_as_judge_evaluator.py
index 6100f8355..5b9a8ee1c 100644
--- a/src/uipath/eval/evaluators/legacy_llm_as_judge_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/legacy_llm_as_judge_evaluator.py
@@ -5,12 +5,15 @@
 
 from pydantic import field_validator
 
-from uipath.eval.models import NumericEvaluationResult
+from uipath.platform import UiPath
+from uipath.platform.chat import UiPathLlmChatService
+from uipath.platform.chat.llm_gateway import RequiredToolChoice
 
 from ..._utils.constants import COMMUNITY_agents_SUFFIX
-from ...platform.chat import UiPathLlmChatService
-from ...platform.chat.llm_gateway import RequiredToolChoice
+from .._execution_context import eval_set_run_id_context
 from .._helpers.helpers import is_empty_value
+from .._helpers.output_path import resolve_output_path
+from ..models import NumericEvaluationResult
 from ..models.models import (
     AgentExecution,
     EvaluationResult,
@@ -89,10 +92,15 @@ def model_post_init(self, __context: Any):
 
     def _initialize_llm(self):
         """Initialize the LLM used for evaluation."""
-        from uipath.platform import UiPath
-
         uipath = UiPath()
-        self.llm = uipath.llm
+        self.llm = UiPathLlmChatService(
+            uipath._config,
+            uipath._execution_context,
+            requesting_product="agentsplayground",
+            requesting_feature="agents-evaluations",
+            agenthub_config="agentsevals",
+            action_id=eval_set_run_id_context.get(),
+        )
 
     async def evaluate(
         self,
@@ -117,10 +125,28 @@ async def evaluate(
         if self.llm is None:
             self._initialize_llm()
 
+        actual_output = agent_execution.agent_output
+        expected_output = evaluation_criteria.expected_output
+
+        if self.target_output_key and self.target_output_key != "*":
+            try:
+                actual_output = resolve_output_path(
+                    actual_output, self.target_output_key
+                )
+            except (KeyError, IndexError, TypeError):
+                pass
+
+            try:
+                expected_output = resolve_output_path(
+                    expected_output, self.target_output_key
+                )
+            except (KeyError, IndexError, TypeError):
+                pass
+
         # Create the evaluation prompt
         evaluation_prompt = self._create_evaluation_prompt(
-            expected_output=evaluation_criteria.expected_output,
-            actual_output=agent_execution.agent_output,
+            expected_output=expected_output,
+            actual_output=actual_output,
         )
 
         llm_response = await self._get_llm_response(evaluation_prompt)
diff --git a/src/uipath/eval/evaluators/legacy_llm_helpers.py b/packages/uipath/src/uipath/eval/evaluators/legacy_llm_helpers.py
similarity index 100%
rename from src/uipath/eval/evaluators/legacy_llm_helpers.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_llm_helpers.py
diff --git a/src/uipath/eval/evaluators/legacy_trajectory_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/legacy_trajectory_evaluator.py
similarity index 91%
rename from src/uipath/eval/evaluators/legacy_trajectory_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/legacy_trajectory_evaluator.py
index c0c1a3412..24d56560b 100644
--- a/src/uipath/eval/evaluators/legacy_trajectory_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/legacy_trajectory_evaluator.py
@@ -6,12 +6,14 @@
 from opentelemetry.sdk.trace import ReadableSpan
 from pydantic import field_validator
 
-from uipath.eval.models import EvaluationResult
+from uipath.platform import UiPath
+from uipath.platform.chat import UiPathLlmChatService
+from uipath.platform.chat.llm_gateway import RequiredToolChoice
 
 from ..._utils.constants import COMMUNITY_agents_SUFFIX
-from ...platform.chat import UiPathLlmChatService
-from ...platform.chat.llm_gateway import RequiredToolChoice
+from .._execution_context import eval_set_run_id_context
 from .._helpers.helpers import is_empty_value
+from ..models import EvaluationResult
 from ..models.models import (
     AgentExecution,
     LLMResponse,
@@ -61,10 +63,15 @@ def model_post_init(self, __context: Any):
 
     def _initialize_llm(self):
         """Initialize the LLM used for evaluation."""
-        from uipath.platform import UiPath
-
         uipath = UiPath()
-        self.llm = uipath.llm
+        self.llm = UiPathLlmChatService(
+            uipath._config,
+            uipath._execution_context,
+            requesting_product="agentsplayground",
+            requesting_feature="agents-evaluations",
+            agenthub_config="agentsevals",
+            action_id=eval_set_run_id_context.get(),
+        )
 
     async def evaluate(
         self,
diff --git a/src/uipath/eval/evaluators/llm_as_judge_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/llm_as_judge_evaluator.py
similarity index 95%
rename from src/uipath/eval/evaluators/llm_as_judge_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/llm_as_judge_evaluator.py
index 48ae5093a..c67212548 100644
--- a/src/uipath/eval/evaluators/llm_as_judge_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/llm_as_judge_evaluator.py
@@ -1,5 +1,6 @@
 """LLM-as-a-judge evaluator for subjective quality assessment of agent outputs."""
 
+import copy
 import json
 import logging
 from abc import abstractmethod
@@ -8,6 +9,10 @@
 
 from pydantic import BaseModel, Field, model_validator
 
+from uipath.platform import UiPath
+from uipath.platform.chat import UiPathLlmChatService
+
+from .._execution_context import eval_set_run_id_context
 from .._helpers.evaluators_helpers import COMMUNITY_agents_SUFFIX
 from ..models import (
     AgentExecution,
@@ -107,10 +112,8 @@ def validate_prompt_placeholders(self) -> "LLMJudgeMixin[T, C]":
         return self
 
     def model_post_init(self, __context: Any) -> None:
-        """Initialize the LLM service if not provided."""
+        """Initialize the evaluator after model creation."""
         super().model_post_init(__context)
-        if self.llm_service is None:
-            self.llm_service = self._get_llm_service()
 
     def _get_llm_service(self):
         """Get the LLM service from the UiPath instance.
@@ -119,12 +122,17 @@ def _get_llm_service(self):
         The normalized API endpoint checks against AllowedNormalizedModels configuration,
         which includes multi-vendor models that agents use.
         """
-        from uipath.platform import UiPath
-
         try:
             uipath = UiPath()
-            # Use llm (normalized API) for multi-vendor model support
-            return uipath.llm.chat_completions
+            llm = UiPathLlmChatService(
+                uipath._config,
+                uipath._execution_context,
+                requesting_product="agentsplayground",
+                requesting_feature="agents-evaluations",
+                agenthub_config="agentsevals",
+                action_id=eval_set_run_id_context.get(),
+            )
+            return llm.chat_completions
         except Exception as e:
             raise UiPathEvaluationError(
                 code="FAILED_TO_GET_LLM_SERVICE",
@@ -257,6 +265,11 @@ async def _get_llm_response(self, evaluation_prompt: str) -> LLMResponse:
         if max_tokens_value is not None:
             request_data["max_tokens"] = max_tokens_value
 
+        # Lazy initialization - initialize LLM service only when needed
+        # This ensures eval_set_run_id context is set before creating UiPath instance
+        if self.llm_service is None:
+            self.llm_service = self._get_llm_service()
+
         if self.llm_service is None:
             raise UiPathEvaluationError(
                 code="LLM_SERVICE_NOT_INITIALIZED",
@@ -277,8 +290,6 @@ async def _get_llm_response(self, evaluation_prompt: str) -> LLMResponse:
         )
 
         # Log full request body for debugging
-        import copy
-
         request_body_for_log = copy.deepcopy(request_data)
         # Convert tool_choice to dict for logging
         if "tool_choice" in request_body_for_log:
diff --git a/src/uipath/eval/evaluators/llm_judge_output_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/llm_judge_output_evaluator.py
similarity index 97%
rename from src/uipath/eval/evaluators/llm_judge_output_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/llm_judge_output_evaluator.py
index ae50f0b60..d533de237 100644
--- a/src/uipath/eval/evaluators/llm_judge_output_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/llm_judge_output_evaluator.py
@@ -4,9 +4,7 @@
 
 from pydantic import BaseModel, Field
 
-from uipath.eval.models import EvaluatorType
-
-from ..models import AgentExecution, EvaluationResult
+from ..models import AgentExecution, EvaluationResult, EvaluatorType
 from ..models.llm_judge_types import (
     LLMJudgeOutputSchema,
     LLMJudgePromptTemplates,
diff --git a/src/uipath/eval/evaluators/llm_judge_trajectory_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/llm_judge_trajectory_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/llm_judge_trajectory_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/llm_judge_trajectory_evaluator.py
diff --git a/packages/uipath/src/uipath/eval/evaluators/multiclass_classification_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/multiclass_classification_evaluator.py
new file mode 100644
index 000000000..69790c3aa
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/evaluators/multiclass_classification_evaluator.py
@@ -0,0 +1,198 @@
+"""Multiclass classification evaluator for agent outputs.
+
+Evaluates multiclass classification by comparing predicted vs expected class.
+Per-datapoint score is 1.0 (correct) or 0.0 (incorrect). The reduce_scores
+method reads predicted/expected from justification details to reconstruct a
+confusion matrix and compute precision, recall, or F-score with micro or
+macro averaging.
+"""
+
+from typing import Literal
+
+from ..models import (
+    AgentExecution,
+    EvaluationResult,
+    EvaluatorType,
+    NumericEvaluationResult,
+)
+from ..models.models import (
+    EvaluationResultDto,
+    UiPathEvaluationError,
+    UiPathEvaluationErrorCategory,
+)
+from .base_evaluator import BaseEvaluationCriteria, BaseEvaluatorJustification
+from .output_evaluator import (
+    BaseOutputEvaluator,
+    OutputEvaluatorConfig,
+)
+
+
+class MulticlassClassificationEvaluationCriteria(BaseEvaluationCriteria):
+    """Per-datapoint criteria: which class this sample should belong to."""
+
+    expected_class: str
+
+
+class MulticlassClassificationEvaluatorConfig(
+    OutputEvaluatorConfig[MulticlassClassificationEvaluationCriteria]
+):
+    """Configuration for the multiclass classification evaluator."""
+
+    name: str = "MulticlassClassificationEvaluator"
+    classes: list[str]
+    metric_type: Literal["precision", "recall", "f-score"] = "f-score"
+    averaging: Literal["micro", "macro"] = "macro"
+    f_value: float = 1.0
+
+
+class MulticlassClassificationEvaluator(
+    BaseOutputEvaluator[
+        MulticlassClassificationEvaluationCriteria,
+        MulticlassClassificationEvaluatorConfig,
+        BaseEvaluatorJustification,
+    ]
+):
+    """Multiclass classification evaluator with micro/macro averaging.
+
+    Per-datapoint scores are 1.0 (correct) or 0.0 (incorrect). The reduce_scores
+    method reads predicted/expected from justification details to reconstruct the
+    confusion matrix and compute the configured metric.
+    """
+
+    @classmethod
+    def get_evaluator_id(cls) -> str:
+        """Get the evaluator id."""
+        return EvaluatorType.MULTICLASS_CLASSIFICATION.value
+
+    async def evaluate(
+        self,
+        agent_execution: AgentExecution,
+        evaluation_criteria: MulticlassClassificationEvaluationCriteria,
+    ) -> EvaluationResult:
+        """Evaluate multiclass classification by comparing predicted vs expected class."""
+        predicted_class = str(self._get_actual_output(agent_execution)).lower()
+        expected_class = evaluation_criteria.expected_class.lower()
+        classes = [c.lower() for c in self.evaluator_config.classes]
+
+        if expected_class not in classes:
+            raise UiPathEvaluationError(
+                code="INVALID_EXPECTED_CLASS",
+                title="Expected class not in configured classes",
+                detail=f"Expected class '{expected_class}' is not in the configured classes: {classes}",
+                category=UiPathEvaluationErrorCategory.USER,
+            )
+
+        if predicted_class not in classes:
+            raise UiPathEvaluationError(
+                code="INVALID_PREDICTED_CLASS",
+                title="Predicted class not in configured classes",
+                detail=f"Predicted class '{predicted_class}' is not in the configured classes: {classes}",
+                category=UiPathEvaluationErrorCategory.USER,
+            )
+
+        score = 1.0 if predicted_class == expected_class else 0.0
+
+        justification = self.validate_justification(
+            {
+                "expected": expected_class,
+                "actual": predicted_class,
+            }
+        )
+        return NumericEvaluationResult(score=score, details=justification)
+
+    def reduce_scores(self, results: list[EvaluationResultDto]) -> float:
+        """Reconstruct confusion matrix from details and compute the configured metric."""
+        if not results:
+            return 0.0
+
+        classes = [c.lower() for c in self.evaluator_config.classes]
+        k = len(classes)
+        metric_type = self.evaluator_config.metric_type
+        averaging = self.evaluator_config.averaging
+        f_value = self.evaluator_config.f_value
+
+        # Reconstruct confusion matrix: confusion[pred_idx][exp_idx]
+        confusion = [[0] * k for _ in range(k)]
+        for r in results:
+            if isinstance(r.details, BaseEvaluatorJustification):
+                details = r.details
+            elif isinstance(r.details, dict):
+                try:
+                    details = BaseEvaluatorJustification.model_validate(r.details)
+                except Exception:
+                    continue
+            else:
+                continue
+            pred = details.actual
+            exp = details.expected
+            if pred in classes and exp in classes:
+                confusion[classes.index(pred)][classes.index(exp)] += 1
+
+        if averaging == "micro":
+            return _micro_metric(confusion, k, metric_type, f_value)
+        else:
+            return _macro_metric(confusion, k, metric_type, f_value)
+
+
+def _micro_metric(
+    confusion: list[list[int]],
+    k: int,
+    metric_type: str,
+    f_value: float,
+) -> float:
+    """Compute micro-averaged metric from confusion matrix."""
+    total_tp = sum(confusion[i][i] for i in range(k))
+    # For micro-averaging, sum TP/FP/FN across all classes
+    total_fp = sum(
+        sum(confusion[i][j] for j in range(k)) - confusion[i][i] for i in range(k)
+    )
+    total_fn = sum(
+        sum(confusion[j][i] for j in range(k)) - confusion[i][i] for i in range(k)
+    )
+
+    if metric_type == "precision":
+        denom = total_tp + total_fp
+        return total_tp / denom if denom > 0 else 0.0
+    elif metric_type == "recall":
+        denom = total_tp + total_fn
+        return total_tp / denom if denom > 0 else 0.0
+    elif metric_type == "f-score":
+        p = total_tp / (total_tp + total_fp) if (total_tp + total_fp) > 0 else 0.0
+        rec = total_tp / (total_tp + total_fn) if (total_tp + total_fn) > 0 else 0.0
+        beta_sq = f_value**2
+        f_denom = beta_sq * p + rec
+        return (1 + beta_sq) * p * rec / f_denom if f_denom > 0 else 0.0
+    return 0.0
+
+
+def _macro_metric(
+    confusion: list[list[int]],
+    k: int,
+    metric_type: str,
+    f_value: float,
+) -> float:
+    """Compute macro-averaged metric from confusion matrix."""
+    per_class_metrics: list[float] = []
+
+    for c in range(k):
+        tp = confusion[c][c]
+        fp = sum(confusion[c][j] for j in range(k)) - tp
+        fn = sum(confusion[j][c] for j in range(k)) - tp
+
+        if metric_type == "precision":
+            denom = tp + fp
+            per_class_metrics.append(tp / denom if denom > 0 else 0.0)
+        elif metric_type == "recall":
+            denom = tp + fn
+            per_class_metrics.append(tp / denom if denom > 0 else 0.0)
+        elif metric_type == "f-score":
+            p = tp / (tp + fp) if (tp + fp) > 0 else 0.0
+            rec = tp / (tp + fn) if (tp + fn) > 0 else 0.0
+            beta_sq = f_value**2
+            f_denom = beta_sq * p + rec
+            f_score = (1 + beta_sq) * p * rec / f_denom if f_denom > 0 else 0.0
+            per_class_metrics.append(f_score)
+
+    if not per_class_metrics:
+        return 0.0
+    return sum(per_class_metrics) / len(per_class_metrics)
diff --git a/src/uipath/eval/evaluators/output_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/output_evaluator.py
similarity index 75%
rename from src/uipath/eval/evaluators/output_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/output_evaluator.py
index 2c9be1d84..1dde550ac 100644
--- a/src/uipath/eval/evaluators/output_evaluator.py
+++ b/packages/uipath/src/uipath/eval/evaluators/output_evaluator.py
@@ -5,6 +5,7 @@
 
 from pydantic import Field
 
+from .._helpers.output_path import resolve_output_path
 from ..models import AgentExecution
 from ..models.models import UiPathEvaluationError, UiPathEvaluationErrorCategory
 from .base_evaluator import (
@@ -51,23 +52,38 @@ class BaseOutputEvaluator(BaseEvaluator[T, C, J]):
         J: The justification type
     """
 
+    def _normalize_numbers(self, obj: Any) -> Any:
+        """Recursively normalize int/float to float for consistent numeric comparison.
+
+        Converts all numeric values (int, float) to float in nested structures
+        (dicts, lists), while preserving booleans and other data types.
+        """
+        if isinstance(obj, dict):
+            return {k: self._normalize_numbers(v) for k, v in obj.items()}
+        if isinstance(obj, (list, tuple)):
+            return [self._normalize_numbers(v) for v in obj]
+        if isinstance(obj, (int, float)) and not isinstance(obj, bool):
+            return float(obj)
+        return obj
+
     def _get_actual_output(self, agent_execution: AgentExecution) -> Any:
         """Get the actual output from the agent execution."""
-        if self.evaluator_config.target_output_key != "*" and isinstance(
-            agent_execution.agent_output, dict
-        ):
+        if self.evaluator_config.target_output_key != "*":
             try:
-                return agent_execution.agent_output[
-                    self.evaluator_config.target_output_key
-                ]
-            except KeyError as e:
+                result = resolve_output_path(
+                    agent_execution.agent_output,
+                    self.evaluator_config.target_output_key,
+                )
+            except (KeyError, IndexError, TypeError) as e:
                 raise UiPathEvaluationError(
                     code="TARGET_OUTPUT_KEY_NOT_FOUND",
                     title="Target output key not found in actual output",
                     detail=f"Error: {e}",
                     category=UiPathEvaluationErrorCategory.USER,
                 ) from e
-        return agent_execution.agent_output
+        else:
+            result = agent_execution.agent_output
+        return self._normalize_numbers(result)
 
     def _get_full_expected_output(self, evaluation_criteria: T) -> Any:
         """Get the full expected output from the evaluation criteria."""
@@ -93,17 +109,18 @@ def _get_expected_output(self, evaluation_criteria: T) -> Any:
                         category=UiPathEvaluationErrorCategory.USER,
                     ) from e
             try:
-                expected_output = expected_output[
-                    self.evaluator_config.target_output_key
-                ]
-            except KeyError as e:
+                expected_output = resolve_output_path(
+                    expected_output,
+                    self.evaluator_config.target_output_key,
+                )
+            except (KeyError, IndexError, TypeError) as e:
                 raise UiPathEvaluationError(
                     code="TARGET_OUTPUT_KEY_NOT_FOUND",
                     title="Target output key not found in expected output",
                     detail=f"Error: {e}",
                     category=UiPathEvaluationErrorCategory.USER,
                 ) from e
-        return expected_output
+        return self._normalize_numbers(expected_output)
 
 
 # NOTE: This evaluator is only used in coded evaluators.
diff --git a/src/uipath/_cli/_evals/_helpers.py b/packages/uipath/src/uipath/eval/evaluators/registration.py
similarity index 73%
rename from src/uipath/_cli/_evals/_helpers.py
rename to packages/uipath/src/uipath/eval/evaluators/registration.py
index 4833dac4d..deef50b7e 100644
--- a/src/uipath/_cli/_evals/_helpers.py
+++ b/packages/uipath/src/uipath/eval/evaluators/registration.py
@@ -1,4 +1,5 @@
-# type: ignore # Gnarly issue
+"""Module for registering custom evaluators in the UiPath evaluation framework."""
+
 import ast
 import importlib.util
 import json
@@ -8,29 +9,19 @@
 from pathlib import Path
 from typing import Any
 
-import click
-
-from uipath._cli._utils._console import ConsoleLogger
-from uipath._utils.constants import CUSTOM_EVALUATOR_PREFIX, EVALS_FOLDER
+from ..constants import CUSTOM_EVALUATOR_PREFIX, EVALS_FOLDER
 
 logger = logging.getLogger(__name__)
-console = ConsoleLogger().get_instance()
 
 
-def try_extract_file_and_class_name(text: str) -> tuple[bool, str, str]:
-    if text.startswith(CUSTOM_EVALUATOR_PREFIX):
-        file_and_class = text[len(CUSTOM_EVALUATOR_PREFIX) :]
-        if ":" not in file_and_class:
-            raise ValueError(
-                f"evaluatorSchema must include class name after ':' - got: {text}"
-            )
-        file_path_str, class_name = file_and_class.rsplit(":", 1)
+class EvaluatorRegistrationError(Exception):
+    """Raised when evaluator registration fails."""
 
-        return True, file_path_str, class_name
-    return False, "", ""
+    pass
 
 
 def to_kebab_case(text: str) -> str:
+    """Convert a given string to kebab-case."""
     return re.sub(r"(?<!^)(?=[A-Z])", "-", text).lower()
 
 
@@ -72,7 +63,7 @@ def find_base_evaluator_class(file_path: Path) -> str | None:
         return None
 
 
-def load_evaluator_class(file_path: Path, class_name: str) -> type | None:
+def load_evaluator_class(file_path: Path, class_name: str) -> Any | None:
     """Dynamically load the evaluator class from the file."""
     try:
         parent_dir = str(file_path.parent)
@@ -99,7 +90,7 @@ def load_evaluator_class(file_path: Path, class_name: str) -> type | None:
             sys.path.remove(parent_dir)
 
 
-def generate_evaluator_config(evaluator_class: type, class_name: str) -> dict[str, Any]:
+def generate_evaluator_config(evaluator_class: Any, class_name: str) -> dict[str, Any]:
     """Generate the evaluator config from the class."""
     try:
         config_type = evaluator_class._extract_config_type()
@@ -108,7 +99,9 @@ def generate_evaluator_config(evaluator_class: type, class_name: str) -> dict[st
 
         return config_dict
     except Exception as e:
-        console.error(f"Error inferring evaluator config: {e}")
+        raise EvaluatorRegistrationError(
+            f"Error inferring evaluator config: {e}"
+        ) from e
 
 
 def register_evaluator(filename: str) -> tuple[str, str]:
@@ -118,36 +111,38 @@ def register_evaluator(filename: str) -> tuple[str, str]:
         tuple[str, str]:
             - The first string is the path to the python evaluator file.
             - The second string is the evaluator type that corresponds to the schema file.
+
+    Raises:
+        EvaluatorRegistrationError: If registration fails at any step.
     """
     if not filename.endswith(".py"):
         filename = filename + ".py"
     file_path = find_evaluator_file(filename)
     if file_path is None:
-        console.error(
+        raise EvaluatorRegistrationError(
             f"Could not find '{filename}' in {EVALS_FOLDER}/evaluators/custom folder"
         )
 
-    relative_path = f"evals/evaluators/custom/{filename}"
-    console.info(
-        f"Found custom evaluator file: {click.style(relative_path, fg='cyan')}"
-    )
+    logger.info(f"Found custom evaluator file: evals/evaluators/custom/{filename}")
 
     class_name = find_base_evaluator_class(file_path)
     if class_name is None:
-        console.error(
+        raise EvaluatorRegistrationError(
             f"Could not find a class inheriting from BaseEvaluator in {filename}"
         )
 
-    console.info(f"Found custom evaluator class: {click.style(class_name, fg='cyan')}")
+    logger.info(f"Found custom evaluator class: {class_name}")
 
     evaluator_class = load_evaluator_class(file_path, class_name)
     if evaluator_class is None:
-        console.error(f"Could not load class {class_name} from {filename}")
+        raise EvaluatorRegistrationError(
+            f"Could not load class {class_name} from {filename}"
+        )
 
     try:
         evaluator_id = evaluator_class.get_evaluator_id()
     except Exception as e:
-        console.error(f"Error getting evaluator ID: {e}")
+        raise EvaluatorRegistrationError(f"Error getting evaluator ID: {e}") from e
 
     evaluator_config = generate_evaluator_config(evaluator_class, class_name)
     evaluator_json_type = evaluator_class.generate_json_type()
@@ -167,11 +162,8 @@ def register_evaluator(filename: str) -> tuple[str, str]:
     with open(evaluator_types_output_path, "w") as f:
         json.dump(evaluator_json_type, f, indent=2)
 
-    relative_output_path = (
-        f"{EVALS_FOLDER}/evaluators/custom/types/{output_file_evaluator_types}"
-    )
-    console.success(
-        f"Generated evaluator types: {click.style(relative_output_path, fg='cyan')}"
+    logger.info(
+        f"Generated evaluator types: {EVALS_FOLDER}/evaluators/custom/types/{output_file_evaluator_types}"
     )
 
     output = {
@@ -188,9 +180,8 @@ def register_evaluator(filename: str) -> tuple[str, str]:
     with open(evaluator_spec_output_path, "w") as f:
         json.dump(output, f, indent=2)
 
-    relative_output_path = f"evals/evaluators/{output_file_evaluator_spec}"
-    console.success(
-        f"Generated evaluator spec: {click.style(relative_output_path, fg='cyan')}"
+    logger.info(
+        f"Generated evaluator spec: evals/evaluators/{output_file_evaluator_spec}"
     )
 
     return str(file_path), str(evaluator_types_output_path)
diff --git a/src/uipath/eval/evaluators/tool_call_args_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/tool_call_args_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/tool_call_args_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/tool_call_args_evaluator.py
diff --git a/src/uipath/eval/evaluators/tool_call_count_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/tool_call_count_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/tool_call_count_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/tool_call_count_evaluator.py
diff --git a/src/uipath/eval/evaluators/tool_call_order_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/tool_call_order_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/tool_call_order_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/tool_call_order_evaluator.py
diff --git a/src/uipath/eval/evaluators/tool_call_output_evaluator.py b/packages/uipath/src/uipath/eval/evaluators/tool_call_output_evaluator.py
similarity index 100%
rename from src/uipath/eval/evaluators/tool_call_output_evaluator.py
rename to packages/uipath/src/uipath/eval/evaluators/tool_call_output_evaluator.py
diff --git a/src/uipath/eval/evaluators_types/ContainsEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/ContainsEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/ContainsEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/ContainsEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/ExactMatchEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/ExactMatchEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/ExactMatchEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/ExactMatchEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/JsonSimilarityEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/JsonSimilarityEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/JsonSimilarityEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/JsonSimilarityEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/LLMJudgeOutputEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeOutputEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/LLMJudgeOutputEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeOutputEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/LLMJudgeStrictJSONSimilarityOutputEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeStrictJSONSimilarityOutputEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/LLMJudgeStrictJSONSimilarityOutputEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeStrictJSONSimilarityOutputEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/LLMJudgeTrajectoryEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeTrajectoryEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/LLMJudgeTrajectoryEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeTrajectoryEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/LLMJudgeTrajectorySimulationEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeTrajectorySimulationEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/LLMJudgeTrajectorySimulationEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/LLMJudgeTrajectorySimulationEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/ToolCallArgsEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/ToolCallArgsEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/ToolCallArgsEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/ToolCallArgsEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/ToolCallCountEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/ToolCallCountEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/ToolCallCountEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/ToolCallCountEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/ToolCallOrderEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/ToolCallOrderEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/ToolCallOrderEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/ToolCallOrderEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/ToolCallOutputEvaluator.json b/packages/uipath/src/uipath/eval/evaluators_types/ToolCallOutputEvaluator.json
similarity index 100%
rename from src/uipath/eval/evaluators_types/ToolCallOutputEvaluator.json
rename to packages/uipath/src/uipath/eval/evaluators_types/ToolCallOutputEvaluator.json
diff --git a/src/uipath/eval/evaluators_types/generate_types.py b/packages/uipath/src/uipath/eval/evaluators_types/generate_types.py
similarity index 95%
rename from src/uipath/eval/evaluators_types/generate_types.py
rename to packages/uipath/src/uipath/eval/evaluators_types/generate_types.py
index 39e56af38..22fb38d65 100644
--- a/src/uipath/eval/evaluators_types/generate_types.py
+++ b/packages/uipath/src/uipath/eval/evaluators_types/generate_types.py
@@ -4,7 +4,7 @@
 import os
 from typing import Any
 
-from uipath.eval.evaluators import EVALUATORS
+from ..evaluators import EVALUATORS
 
 
 def generate_evaluator_json_types(
diff --git a/src/uipath/_cli/_utils/_eval_set.py b/packages/uipath/src/uipath/eval/helpers.py
similarity index 63%
rename from src/uipath/_cli/_utils/_eval_set.py
rename to packages/uipath/src/uipath/eval/helpers.py
index bbc9d5047..0a0a0ca7f 100644
--- a/src/uipath/_cli/_utils/_eval_set.py
+++ b/packages/uipath/src/uipath/eval/helpers.py
@@ -1,27 +1,73 @@
+"""Helper functions for evaluation commands, including loading and parsing evaluation sets and evaluators."""
+
 import json
+import logging
 from pathlib import Path
 from typing import Any
 
-import click
 from pydantic import ValidationError
 
-from uipath._cli._evals._evaluator_factory import EvaluatorFactory
-from uipath._cli._evals._models._evaluation_set import (
+from .evaluators.base_evaluator import GenericBaseEvaluator
+from .evaluators.evaluator_factory import EvaluatorFactory
+from .mocks._types import InputMockingStrategy, LLMMockingStrategy
+from .models._conversational_utils import UiPathLegacyEvalChatMessagesMapper
+from .models.evaluation_set import (
     EvaluationItem,
     EvaluationSet,
     LegacyEvaluationItem,
     LegacyEvaluationSet,
 )
-from uipath._cli._evals.mocks.types import InputMockingStrategy, LLMMockingStrategy
-from uipath._cli._utils._console import ConsoleLogger
-from uipath.eval.evaluators.base_evaluator import GenericBaseEvaluator
-
-console = ConsoleLogger()
 
+logger = logging.getLogger(__name__)
 
 EVAL_SETS_DIRECTORY_NAME = "evaluations/eval-sets"
 
 
+def _apply_file_overrides_to_conversational_inputs(
+    conversational_inputs: Any,
+    overrides: dict[str, Any],
+) -> None:
+    """Apply file overrides to conversational input attachments before mapper conversion.
+
+    Extracts file objects from override values (single dict or array), matches them
+    to existing attachments by FullName, and replaces attachment fields in-place.
+    No-op if there are no file overrides or no matching attachments.
+    """
+    if not overrides:
+        return
+
+    file_overrides: list[dict[str, Any]] = []
+    for value in overrides.values():
+        if isinstance(value, list):
+            file_overrides.extend(f for f in value if isinstance(f, dict) and "ID" in f)
+        elif isinstance(value, dict) and "ID" in value:
+            file_overrides.append(value)
+
+    if not file_overrides:
+        return
+
+    override_by_name = {f["FullName"]: f for f in file_overrides if "FullName" in f}
+
+    def _override_attachments(attachments: list[Any] | None) -> None:
+        if not attachments:
+            return
+        for attachment in attachments:
+            override = override_by_name.get(attachment.full_name)
+            if override:
+                attachment.id = override["ID"]
+                if "FullName" in override:
+                    attachment.full_name = override["FullName"]
+                if "MimeType" in override:
+                    attachment.mime_type = override["MimeType"]
+
+    _override_attachments(conversational_inputs.current_user_prompt.attachments)
+
+    for exchange in conversational_inputs.conversation_history:
+        for message in exchange:
+            if hasattr(message, "attachments"):
+                _override_attachments(message.attachments)
+
+
 def discriminate_eval_set(data: dict[str, Any]) -> EvaluationSet | LegacyEvaluationSet:
     """Discriminate and parse evaluation set based on version field.
 
@@ -41,58 +87,23 @@ def discriminate_eval_set(data: dict[str, Any]) -> EvaluationSet | LegacyEvaluat
 
 
 class EvalHelpers:
-    @staticmethod
-    def auto_discover_eval_set() -> str:
-        """Auto-discover evaluation set from {EVAL_SETS_DIRECTORY_NAME} directory.
-
-        Returns:
-            Path to the evaluation set file
-
-        Raises:
-            ValueError: If no eval set found or multiple eval sets exist
-        """
-        eval_sets_dir = Path(EVAL_SETS_DIRECTORY_NAME)
-
-        if not eval_sets_dir.exists():
-            raise ValueError(
-                f"No '{EVAL_SETS_DIRECTORY_NAME}' directory found. "
-                "Please set 'UIPATH_PROJECT_ID' env var and run 'uipath pull'."
-            )
-
-        eval_set_files = list(eval_sets_dir.glob("*.json"))
-
-        if not eval_set_files:
-            raise ValueError(
-                f"No evaluation set files found in '{EVAL_SETS_DIRECTORY_NAME}' directory. "
-            )
-
-        if len(eval_set_files) > 1:
-            file_names = [f.name for f in eval_set_files]
-            raise ValueError(
-                f"Multiple evaluation sets found: {file_names}. "
-                f"Please specify which evaluation set to use: 'uipath eval [entrypoint] <eval_set_path>'"
-            )
-
-        eval_set_path = str(eval_set_files[0])
-        console.info(
-            f"Auto-discovered evaluation set: {click.style(eval_set_path, fg='cyan')}"
-        )
-
-        eval_set_path_obj = Path(eval_set_path)
-        if not eval_set_path_obj.is_file() or eval_set_path_obj.suffix != ".json":
-            raise ValueError("Evaluation set must be a JSON file")
-
-        return eval_set_path
+    """Helper functions for evaluation commands, including loading and parsing evaluation sets and evaluators."""
 
     @staticmethod
     def load_eval_set(
-        eval_set_path: str, eval_ids: list[str] | None = None
+        eval_set_path: str,
+        eval_ids: list[str] | None = None,
+        input_overrides: dict[str, Any] | None = None,
     ) -> tuple[EvaluationSet, str]:
         """Load the evaluation set from file.
 
         Args:
             eval_set_path: Path to the evaluation set file
             eval_ids: Optional list of evaluation IDs to filter
+            input_overrides: Optional input field overrides per evaluation ID.
+                For conversational agents, file overrides are applied to attachments
+                before the legacy-to-messages conversion so that overridden IDs
+                are baked into the messages before mapping.
 
         Returns:
             Tuple of (EvaluationSet, resolved_path)
@@ -141,6 +152,37 @@ def migrate_evaluation_item(
                             prompt=evaluation.simulation_instructions or "",
                             tools_to_simulate=evaluation.tools_to_simulate or [],
                         )
+
+                    if evaluation.conversational_inputs:
+                        overrides_for_eval = (
+                            input_overrides.get(evaluation.id, {})
+                            if input_overrides
+                            else {}
+                        )
+                        _apply_file_overrides_to_conversational_inputs(
+                            evaluation.conversational_inputs,
+                            overrides_for_eval,
+                        )
+
+                        conversational_messages_input = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+                            evaluation.conversational_inputs
+                        )
+                        evaluation.inputs["messages"] = [
+                            message.model_dump(by_alias=True, exclude_none=True)
+                            for message in conversational_messages_input
+                        ]
+
+                    if evaluation.conversational_expected_output:
+                        conversational_messages_expected_output = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+                            evaluation.conversational_expected_output
+                        )
+                        evaluation.expected_output[
+                            "uipath__agent_response_messages"
+                        ] = [
+                            message.model_dump(by_alias=True, exclude_none=True)
+                            for message in conversational_messages_expected_output
+                        ]
+
                     return EvaluationItem.model_validate(
                         {
                             "id": evaluation.id,
diff --git a/packages/uipath/src/uipath/eval/mocks/__init__.py b/packages/uipath/src/uipath/eval/mocks/__init__.py
new file mode 100644
index 000000000..95dfb877e
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/mocks/__init__.py
@@ -0,0 +1,14 @@
+"""Mock interface."""
+
+from ._mock_context import is_tool_simulated
+from ._mock_runtime import UiPathMockRuntime
+from ._types import ExampleCall, MockingContext
+from .mockable import mockable
+
+__all__ = [
+    "ExampleCall",
+    "UiPathMockRuntime",
+    "MockingContext",
+    "mockable",
+    "is_tool_simulated",
+]
diff --git a/src/uipath/_cli/_evals/mocks/cache_manager.py b/packages/uipath/src/uipath/eval/mocks/_cache_manager.py
similarity index 100%
rename from src/uipath/_cli/_evals/mocks/cache_manager.py
rename to packages/uipath/src/uipath/eval/mocks/_cache_manager.py
diff --git a/src/uipath/_cli/_evals/mocks/input_mocker.py b/packages/uipath/src/uipath/eval/mocks/_input_mocker.py
similarity index 89%
rename from src/uipath/_cli/_evals/mocks/input_mocker.py
rename to packages/uipath/src/uipath/eval/mocks/_input_mocker.py
index 0c77aed9f..b8cad49fb 100644
--- a/src/uipath/_cli/_evals/mocks/input_mocker.py
+++ b/packages/uipath/src/uipath/eval/mocks/_input_mocker.py
@@ -4,13 +4,16 @@
 from datetime import datetime
 from typing import Any
 
-from uipath._cli._evals.mocks.types import (
-    InputMockingStrategy,
-)
+from uipath.core.tracing import traced
 from uipath.platform import UiPath
-from uipath.tracing import traced
+from uipath.platform.chat import UiPathLlmChatService
 
-from .mocker import UiPathInputMockingError
+from .._execution_context import eval_set_run_id_context
+from ._mock_context import cache_manager_context
+from ._mocker import UiPathInputMockingError
+from ._types import (
+    InputMockingStrategy,
+)
 
 
 def get_input_mocking_prompt(
@@ -62,10 +65,16 @@ async def generate_llm_input(
     expected_output: dict[str, Any],
 ) -> dict[str, Any]:
     """Generate synthetic input using an LLM based on the evaluation context."""
-    from .mocks import cache_manager_context
-
     try:
-        llm = UiPath().llm
+        uipath = UiPath()
+        llm = UiPathLlmChatService(
+            uipath._config,
+            uipath._execution_context,
+            requesting_product="agentsplayground",
+            requesting_feature="agents-evaluations",
+            agenthub_config="agentsevals",
+            action_id=eval_set_run_id_context.get(),
+        )
         cache_manager = cache_manager_context.get()
 
         # Ensure additionalProperties is set for strict mode compatibility
diff --git a/src/uipath/_cli/_evals/mocks/llm_mocker.py b/packages/uipath/src/uipath/eval/mocks/_llm_mocker.py
similarity index 80%
rename from src/uipath/_cli/_evals/mocks/llm_mocker.py
rename to packages/uipath/src/uipath/eval/mocks/_llm_mocker.py
index 5e2c55d8c..194aa6c09 100644
--- a/src/uipath/_cli/_evals/mocks/llm_mocker.py
+++ b/packages/uipath/src/uipath/eval/mocks/_llm_mocker.py
@@ -4,23 +4,35 @@
 import logging
 from typing import Any, Callable
 
+from opentelemetry.sdk.trace import ReadableSpan
 from pydantic import BaseModel, TypeAdapter
 
-from uipath._cli._evals.mocks.types import (
-    LLMMockingStrategy,
-    MockingContext,
-)
-from uipath.tracing import traced
-from uipath.tracing._utils import _SpanUtils
+from uipath.core.tracing import traced
+from uipath.platform import UiPath
+from uipath.platform.chat import UiPathLlmChatService
+from uipath.platform.chat._llm_gateway_service import _cleanup_schema
 
-from .._models._mocks import ExampleCall
-from .mocker import (
+from .._execution_context import (
+    eval_set_run_id_context,
+    execution_id_context,
+    span_collector_context,
+)
+from ._mock_context import (
+    cache_manager_context,
+    mocking_context,
+)
+from ._mocker import (
     Mocker,
     R,
     T,
     UiPathMockResponseGenerationError,
     UiPathNoMockFoundError,
 )
+from ._types import (
+    ExampleCall,
+    LLMMockingStrategy,
+    MockingContext,
+)
 
 PROMPT = """You are simulating a tool call for automated testing purposes of an Agent.
 Your task is to provide a realistic response for the tool based on its schema, examples, and context.
@@ -91,17 +103,15 @@ async def response(
 
         function_name = params.get("name") or func.__name__
         if function_name in [x.name for x in self.context.strategy.tools_to_simulate]:
-            from uipath.platform import UiPath
-            from uipath.platform.chat._llm_gateway_service import _cleanup_schema
-
-            from .mocks import (
-                cache_manager_context,
-                execution_id_context,
-                mocking_context,
-                span_collector_context,
+            uipath = UiPath()
+            llm = UiPathLlmChatService(
+                uipath._config,
+                uipath._execution_context,
+                requesting_product="agentsplayground",
+                requesting_feature="agents-evaluations",
+                agenthub_config="agentsevals",
+                action_id=eval_set_run_id_context.get(),
             )
-
-            llm = UiPath().llm
             return_type: Any = func.__annotations__.get("return", None)
             if return_type is None:
                 return_type = Any
@@ -133,7 +143,7 @@ async def response(
                 execution_id = execution_id_context.get()
                 if ctx and span_collector and execution_id:
                     spans = span_collector.get_spans(execution_id)
-                    test_run_history = _SpanUtils.spans_to_llm_context(spans)
+                    test_run_history = self.spans_to_llm_context(spans)
 
                 prompt_input: dict[str, Any] = {
                     "toolRunExamples": example_calls,
@@ -216,3 +226,30 @@ async def response(
                 raise UiPathMockResponseGenerationError() from e
         else:
             raise UiPathNoMockFoundError(f"Method '{function_name}' is not simulated.")
+
+    @staticmethod
+    def spans_to_llm_context(spans: list[ReadableSpan]) -> str:
+        """Convert spans to a formatted conversation history string suitable for LLM context.
+
+        Includes function calls (including LLM calls) with their inputs and outputs.
+        """
+        history = []
+        for span in spans:
+            attributes = dict(span.attributes) if span.attributes else {}
+
+            input_value = attributes.get("input.value")
+            output_value = attributes.get("output.value")
+            telemetry_filter = attributes.get("telemetry.filter")
+
+            if not input_value or not output_value or telemetry_filter == "drop":
+                continue
+
+            history.append(f"Function: {span.name}")
+            history.append(f"Input: {input_value}")
+            history.append(f"Output: {output_value}")
+            history.append("")
+
+        if not history:
+            return "(empty)"
+
+        return "\n".join(history)
diff --git a/src/uipath/_cli/_evals/mocks/mocks.py b/packages/uipath/src/uipath/eval/mocks/_mock_context.py
similarity index 57%
rename from src/uipath/_cli/_evals/mocks/mocks.py
rename to packages/uipath/src/uipath/eval/mocks/_mock_context.py
index 771212fae..c2335544f 100644
--- a/src/uipath/_cli/_evals/mocks/mocks.py
+++ b/packages/uipath/src/uipath/eval/mocks/_mock_context.py
@@ -1,14 +1,11 @@
 """Mocking interface."""
 
-import logging
 from contextvars import ContextVar
 from typing import Any, Callable
 
-from uipath._cli._evals._span_collection import ExecutionSpanCollector
-from uipath._cli._evals.mocks.cache_manager import CacheManager
-from uipath._cli._evals.mocks.mocker import Mocker, UiPathNoMockFoundError
-from uipath._cli._evals.mocks.mocker_factory import MockerFactory
-from uipath._cli._evals.mocks.types import (
+from ._cache_manager import CacheManager
+from ._mocker import Mocker, UiPathNoMockFoundError
+from ._types import (
     LLMMockingStrategy,
     MockingContext,
     MockitoMockingStrategy,
@@ -20,50 +17,12 @@
 )
 
 mocker_context: ContextVar[Mocker | None] = ContextVar("mocker", default=None)
-# Span collector for trace access during mocking
-span_collector_context: ContextVar[ExecutionSpanCollector | None] = ContextVar(
-    "span_collector", default=None
-)
-
-# Execution ID for the current evaluation item
-execution_id_context: ContextVar[str | None] = ContextVar("execution_id", default=None)
 
 # Cache manager for LLM and input mocker responses
 cache_manager_context: ContextVar[CacheManager | None] = ContextVar(
     "cache_manager", default=None
 )
 
-logger = logging.getLogger(__name__)
-
-
-def set_execution_context(
-    context: MockingContext | None,
-    span_collector: ExecutionSpanCollector,
-    execution_id: str | None = None,
-) -> None:
-    """Set the execution context for an evaluation run for mocking and trace access."""
-    mocking_context.set(context)
-
-    try:
-        if context and context.strategy:
-            mocker_context.set(MockerFactory.create(context))
-        else:
-            mocker_context.set(None)
-    except Exception:
-        logger.warning("Failed to create mocker.")
-        mocker_context.set(None)
-
-    span_collector_context.set(span_collector)
-    execution_id_context.set(execution_id)
-
-
-def clear_execution_context() -> None:
-    """Clear the execution context after evaluation completes."""
-    mocking_context.set(None)
-    mocker_context.set(None)
-    span_collector_context.set(None)
-    execution_id_context.set(None)
-
 
 def _normalize_tool_name(name: str) -> str:
     """Normalize tool name by replacing underscores with spaces.
diff --git a/packages/uipath/src/uipath/eval/mocks/_mock_runtime.py b/packages/uipath/src/uipath/eval/mocks/_mock_runtime.py
new file mode 100644
index 000000000..512d8d6ee
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/mocks/_mock_runtime.py
@@ -0,0 +1,191 @@
+"""Mock runtime delegate that manages mocking execution context."""
+
+from __future__ import annotations
+
+import json
+import logging
+import uuid
+from collections.abc import AsyncGenerator
+from pathlib import Path
+from typing import Any
+
+from uipath.runtime import (
+    UiPathExecuteOptions,
+    UiPathRuntimeProtocol,
+    UiPathRuntimeResult,
+)
+from uipath.runtime.schema import UiPathRuntimeSchema
+
+from .._execution_context import (
+    ExecutionSpanCollector,
+    eval_set_run_id_context,
+    execution_id_context,
+    span_collector_context,
+)
+from ._mock_context import mocker_context, mocking_context
+from ._mocker_factory import MockerFactory
+from ._types import (
+    LLMMockingStrategy,
+    MockingContext,
+    MockingStrategyType,
+    ToolSimulation,
+)
+
+logger = logging.getLogger(__name__)
+
+
+def load_simulation_config() -> MockingContext | None:
+    """Load simulation.json from current directory and convert to MockingContext.
+
+    Returns:
+        MockingContext with LLM mocking strategy if simulation.json exists and is valid,
+        None otherwise.
+    """
+    simulation_path = Path.cwd() / "simulation.json"
+
+    if not simulation_path.exists():
+        return None
+
+    try:
+        with open(simulation_path, "r", encoding="utf-8") as f:
+            simulation_data = json.load(f)
+
+        # Check if simulation is enabled
+        if not simulation_data.get("enabled", True):
+            return None
+
+        # Extract tools to simulate
+        tools_to_simulate = [
+            ToolSimulation(name=tool["name"])
+            for tool in simulation_data.get("toolsToSimulate", [])
+        ]
+
+        if not tools_to_simulate:
+            return None
+
+        # Create LLM mocking strategy
+        mocking_strategy = LLMMockingStrategy(
+            type=MockingStrategyType.LLM,
+            prompt=simulation_data.get("instructions", ""),
+            tools_to_simulate=tools_to_simulate,
+        )
+
+        # Create MockingContext for debugging
+        mocking_context = MockingContext(
+            strategy=mocking_strategy,
+            name="debug-simulation",
+            inputs={},
+        )
+
+        logger.info(f"Loaded simulation config for {len(tools_to_simulate)} tool(s)")
+        return mocking_context
+
+    except Exception as e:
+        logger.warning(f"Failed to load simulation.json: {e}")
+        return None
+
+
+def set_execution_context(
+    context: MockingContext | None,
+    span_collector: ExecutionSpanCollector,
+    execution_id: str | None = None,
+    eval_set_run_id: str | None = None,
+) -> None:
+    """Set the execution context for an evaluation run for mocking and trace access."""
+    mocking_context.set(context)
+
+    try:
+        if context and context.strategy:
+            mocker_context.set(MockerFactory.create(context))
+        else:
+            mocker_context.set(None)
+    except Exception:
+        logger.warning("Failed to create mocker.")
+        mocker_context.set(None)
+
+    span_collector_context.set(span_collector)
+    execution_id_context.set(execution_id)
+    eval_set_run_id_context.set(eval_set_run_id)
+
+
+def clear_execution_context() -> None:
+    """Clear the execution context after evaluation completes."""
+    mocking_context.set(None)
+    mocker_context.set(None)
+    span_collector_context.set(None)
+    execution_id_context.set(None)
+
+
+class UiPathMockRuntime:
+    """Runtime delegate that manages mocking execution context.
+
+    Wraps an inner runtime and automatically sets/clears the mocking
+    execution context around each execute() and stream() call.
+
+    When no mocking_context is provided, falls back to loading
+    simulation.json from the current directory.
+    """
+
+    def __init__(
+        self,
+        delegate: UiPathRuntimeProtocol,
+        mocking_context: MockingContext | None = None,
+        span_collector: ExecutionSpanCollector | None = None,
+        execution_id: str | None = None,
+        eval_set_run_id: str | None = None,
+    ):
+        self.delegate = delegate
+        self._mocking_context = mocking_context or load_simulation_config()
+        self._span_collector = span_collector or ExecutionSpanCollector()
+        self._execution_id = execution_id or str(uuid.uuid4())
+        self._eval_set_run_id = eval_set_run_id
+
+    async def execute(
+        self,
+        input: dict[str, Any] | None = None,
+        options: UiPathExecuteOptions | None = None,
+    ) -> UiPathRuntimeResult:
+        """Execute with mocking context set around the delegate call."""
+        if not self._mocking_context:
+            return await self.delegate.execute(input, options)
+
+        set_execution_context(
+            self._mocking_context,
+            self._span_collector,
+            self._execution_id,
+            self._eval_set_run_id,
+        )
+        try:
+            return await self.delegate.execute(input, options)
+        finally:
+            clear_execution_context()
+
+    async def stream(
+        self,
+        input: dict[str, Any] | None = None,
+        options: Any | None = None,
+    ) -> AsyncGenerator[Any, None]:
+        """Stream with mocking context set around the delegate call."""
+        if not self._mocking_context:
+            async for event in self.delegate.stream(input, options):
+                yield event
+        else:
+            set_execution_context(
+                self._mocking_context,
+                self._span_collector,
+                self._execution_id,
+                self._eval_set_run_id,
+            )
+            try:
+                async for event in self.delegate.stream(input, options):
+                    yield event
+            finally:
+                clear_execution_context()
+
+    async def get_schema(self) -> UiPathRuntimeSchema:
+        """Pass through to delegate."""
+        return await self.delegate.get_schema()
+
+    async def dispose(self) -> None:
+        """No-op; callers manage delegate disposal."""
+        pass
diff --git a/src/uipath/_cli/_evals/mocks/mocker.py b/packages/uipath/src/uipath/eval/mocks/_mocker.py
similarity index 100%
rename from src/uipath/_cli/_evals/mocks/mocker.py
rename to packages/uipath/src/uipath/eval/mocks/_mocker.py
diff --git a/src/uipath/_cli/_evals/mocks/mocker_factory.py b/packages/uipath/src/uipath/eval/mocks/_mocker_factory.py
similarity index 71%
rename from src/uipath/_cli/_evals/mocks/mocker_factory.py
rename to packages/uipath/src/uipath/eval/mocks/_mocker_factory.py
index 0b5380537..4c001bfe0 100644
--- a/src/uipath/_cli/_evals/mocks/mocker_factory.py
+++ b/packages/uipath/src/uipath/eval/mocks/_mocker_factory.py
@@ -1,9 +1,9 @@
 """Mocker Factory."""
 
-from uipath._cli._evals.mocks.llm_mocker import LLMMocker
-from uipath._cli._evals.mocks.mocker import Mocker
-from uipath._cli._evals.mocks.mockito_mocker import MockitoMocker
-from uipath._cli._evals.mocks.types import (
+from ._llm_mocker import LLMMocker
+from ._mocker import Mocker
+from ._mockito_mocker import MockitoMocker
+from ._types import (
     LLMMockingStrategy,
     MockingContext,
     MockitoMockingStrategy,
diff --git a/src/uipath/_cli/_evals/mocks/mockito_mocker.py b/packages/uipath/src/uipath/eval/mocks/_mockito_mocker.py
similarity index 97%
rename from src/uipath/_cli/_evals/mocks/mockito_mocker.py
rename to packages/uipath/src/uipath/eval/mocks/_mockito_mocker.py
index 184db5d01..041478baf 100644
--- a/src/uipath/_cli/_evals/mocks/mockito_mocker.py
+++ b/packages/uipath/src/uipath/eval/mocks/_mockito_mocker.py
@@ -11,13 +11,13 @@
 )
 from pydantic import JsonValue
 
-from uipath._cli._evals.mocks.mocker import (
+from ._mocker import (
     Mocker,
     R,
     T,
     UiPathMockResponseGenerationError,
 )
-from uipath._cli._evals.mocks.types import (
+from ._types import (
     MockingAnswerType,
     MockingContext,
     MockitoMockingStrategy,
diff --git a/src/uipath/_cli/_evals/mocks/types.py b/packages/uipath/src/uipath/eval/mocks/_types.py
similarity index 72%
rename from src/uipath/_cli/_evals/mocks/types.py
rename to packages/uipath/src/uipath/eval/mocks/_types.py
index fb2917e4b..827569879 100644
--- a/src/uipath/_cli/_evals/mocks/types.py
+++ b/packages/uipath/src/uipath/eval/mocks/_types.py
@@ -1,3 +1,5 @@
+"""Mocking types for evaluation and simulation."""
+
 from enum import Enum
 from typing import Annotated, Any, Literal, Union
 
@@ -5,21 +7,27 @@
 
 
 class MockingStrategyType(str, Enum):
+    """Supported mocking strategy types."""
+
     LLM = "llm"
     MOCKITO = "mockito"
     UNKNOWN = "unknown"
 
 
 class BaseMockingStrategy(BaseModel):
+    """Base class for mocking strategies."""
+
     pass
 
 
 class ToolSimulation(BaseModel):
+    """A tool to be simulated during evaluation."""
+
     name: str = Field(..., alias="name")
 
 
 class ModelSettings(BaseModel):
-    """Model Generation Parameters."""
+    """Model generation parameters for LLM-based mocking."""
 
     model: str = Field(..., alias="model")
     temperature: float | str | None = Field(default=None, alias="temperature")
@@ -31,6 +39,8 @@ class ModelSettings(BaseModel):
 
 
 class LLMMockingStrategy(BaseMockingStrategy):
+    """Mocking strategy that uses an LLM to generate simulated tool responses."""
+
     type: Literal[MockingStrategyType.LLM] = MockingStrategyType.LLM
     prompt: str = Field(..., alias="prompt")
     tools_to_simulate: list[ToolSimulation] = Field(..., alias="toolsToSimulate")
@@ -42,6 +52,8 @@ class LLMMockingStrategy(BaseMockingStrategy):
 
 
 class InputMockingStrategy(BaseModel):
+    """Strategy for generating mocked inputs via LLM."""
+
     prompt: str = Field(..., alias="prompt")
     model: ModelSettings | None = Field(None, alias="model")
 
@@ -51,27 +63,37 @@ class InputMockingStrategy(BaseModel):
 
 
 class MockingArgument(BaseModel):
+    """Arguments matcher for mockito-style mocking."""
+
     args: list[Any] = Field(default_factory=lambda: [], alias="args")
     kwargs: dict[str, Any] = Field(default_factory=lambda: {}, alias="kwargs")
 
 
 class MockingAnswerType(str, Enum):
+    """Type of answer a mock should produce."""
+
     RETURN = "return"
     RAISE = "raise"
 
 
 class MockingAnswer(BaseModel):
+    """A mock answer definition (return value or exception)."""
+
     type: MockingAnswerType
     value: Any = Field(..., alias="value")
 
 
 class MockingBehavior(BaseModel):
+    """Defines how a mocked function should behave."""
+
     function: str = Field(..., alias="function")
     arguments: MockingArgument | None = Field(default=None, alias="arguments")
     then: list[MockingAnswer] = Field(..., alias="then")
 
 
 class MockitoMockingStrategy(BaseMockingStrategy):
+    """Mocking strategy using mockito-style behavior definitions."""
+
     type: Literal[MockingStrategyType.MOCKITO] = MockingStrategyType.MOCKITO
     behaviors: list[MockingBehavior] = Field(..., alias="config")
 
@@ -87,6 +109,8 @@ class MockitoMockingStrategy(BaseMockingStrategy):
 
 
 class UnknownMockingStrategy(BaseMockingStrategy):
+    """Fallback for unrecognized mocking strategy types."""
+
     type: str = Field(..., alias="type")
 
     model_config = ConfigDict(
@@ -98,6 +122,20 @@ class UnknownMockingStrategy(BaseMockingStrategy):
 
 
 class MockingContext(BaseModel):
+    """Execution context for mocking, holding strategy and inputs."""
+
     strategy: MockingStrategy | None
     inputs: dict[str, Any] = Field(default_factory=lambda: {})
     name: str = Field(default="debug")
+
+
+class ExampleCall(BaseModel):
+    """Example call for a resource containing resource I/O."""
+
+    id: str = Field(..., alias="id")
+    input: str = Field(..., alias="input")
+    output: str = Field(..., alias="output")
+
+    model_config = ConfigDict(
+        validate_by_name=True, validate_by_alias=True, extra="allow"
+    )
diff --git a/src/uipath/eval/mocks/mockable.py b/packages/uipath/src/uipath/eval/mocks/mockable.py
similarity index 86%
rename from src/uipath/eval/mocks/mockable.py
rename to packages/uipath/src/uipath/eval/mocks/mockable.py
index 5cb47072d..254f88b89 100644
--- a/src/uipath/eval/mocks/mockable.py
+++ b/packages/uipath/src/uipath/eval/mocks/mockable.py
@@ -5,18 +5,19 @@
 import inspect
 import logging
 import threading
-from typing import Any, List, Optional
+from typing import Any
 
 from opentelemetry import trace
 from pydantic import TypeAdapter
 from pydantic_function_models import (  # type: ignore[import-untyped]
     ValidatedFunction,
 )
-from uipath.core import UiPathSpanUtils
 
-from uipath._cli._evals._models._mocks import ExampleCall
-from uipath._cli._evals.mocks.mocker import UiPathNoMockFoundError
-from uipath._cli._evals.mocks.mocks import get_mocked_response
+from uipath.core.tracing import UiPathSpanUtils
+
+from ._mock_context import get_mocked_response
+from ._mocker import UiPathNoMockFoundError
+from ._types import ExampleCall
 
 _event_loop = None
 logger = logging.getLogger(__name__)
@@ -92,11 +93,11 @@ def get_input_schema(func):
 
 
 def mockable(
-    name: Optional[str] = None,
-    description: Optional[str] = None,
-    input_schema: Optional[dict[str, Any]] = None,
-    output_schema: Optional[dict[str, Any]] = None,
-    example_calls: Optional[List[ExampleCall]] = None,
+    name: str | None = None,
+    description: str | None = None,
+    input_schema: dict[str, Any] | None = None,
+    output_schema: dict[str, Any] | None = None,
+    example_calls: list[ExampleCall] | None = None,
     **kwargs,
 ):
     """Decorate a function to be a mockable."""
diff --git a/src/uipath/eval/models/__init__.py b/packages/uipath/src/uipath/eval/models/__init__.py
similarity index 93%
rename from src/uipath/eval/models/__init__.py
rename to packages/uipath/src/uipath/eval/models/__init__.py
index 9b0f21572..580ce812a 100644
--- a/src/uipath/eval/models/__init__.py
+++ b/packages/uipath/src/uipath/eval/models/__init__.py
@@ -6,6 +6,7 @@
     ErrorEvaluationResult,
     EvalItemResult,
     EvaluationResult,
+    EvaluationResultDto,
     EvaluatorType,
     LegacyEvaluatorCategory,
     LegacyEvaluatorType,
@@ -19,6 +20,7 @@
 __all__ = [
     "AgentExecution",
     "EvaluationResult",
+    "EvaluationResultDto",
     "LLMResponse",
     "LegacyEvaluatorCategory",
     "LegacyEvaluatorType",
diff --git a/packages/uipath/src/uipath/eval/models/_conversational_utils.py b/packages/uipath/src/uipath/eval/models/_conversational_utils.py
new file mode 100644
index 000000000..d4dbf0cdd
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/models/_conversational_utils.py
@@ -0,0 +1,308 @@
+import uuid
+from datetime import datetime, timezone
+from typing import Any, List, Literal
+
+from pydantic import BaseModel, Field
+
+from uipath.core.chat import (
+    UiPathConversationContentPart,
+    UiPathConversationContentPartData,
+    UiPathConversationMessage,
+    UiPathConversationMessageData,
+    UiPathConversationToolCall,
+    UiPathConversationToolCallData,
+    UiPathConversationToolCallResult,
+    UiPathExternalValue,
+    UiPathInlineValue,
+)
+
+# Types for legacy conversational-agent evaluation input/outputs.
+
+
+class LegacyConversationalEvalJobAttachmentReference(BaseModel):
+    """File attachment reference in eval messages."""
+
+    id: str = Field(..., alias="ID")
+    full_name: str = Field(..., alias="FullName")
+    mime_type: str = Field(..., alias="MimeType")
+
+
+class LegacyConversationalEvalOutputToolCall(BaseModel):
+    """Tool call in eval output schema (no result field)."""
+
+    name: str
+    arguments: dict[str, Any]
+
+
+class LegacyConversationalEvalInputToolCallResult(BaseModel):
+    """Tool call result in eval input schema."""
+
+    value: Any
+    is_error: bool | None = Field(default=None, alias="isError")
+
+
+class LegacyConversationalEvalInputToolCall(LegacyConversationalEvalOutputToolCall):
+    """Tool call in eval input schema (extends output tool call with result)."""
+
+    result: LegacyConversationalEvalInputToolCallResult
+
+
+class LegacyConversationalEvalMessage(BaseModel):
+    """Base eval message type."""
+
+    role: Literal["agent", "user"]
+    text: str
+
+
+class LegacyConversationalEvalUserMessage(LegacyConversationalEvalMessage):
+    """User message in eval schema."""
+
+    role: Literal["user"] = "user"
+    attachments: list[LegacyConversationalEvalJobAttachmentReference] | None = Field(
+        default=None
+    )
+
+
+class LegacyConversationalEvalInputAgentMessage(LegacyConversationalEvalMessage):
+    """Agent message in eval input schema (input tool-calls contain results field)."""
+
+    role: Literal["agent"] = "agent"
+    tool_calls: list[LegacyConversationalEvalInputToolCall] | None = Field(
+        default=None, alias="toolCalls"
+    )
+
+
+class LegacyConversationalEvalOutputAgentMessage(LegacyConversationalEvalMessage):
+    """Agent message in eval output schema (output tool-calls don't contain result field)."""
+
+    role: Literal["agent"] = "agent"
+    tool_calls: list[LegacyConversationalEvalOutputToolCall] | None = Field(
+        default=None, alias="toolCalls"
+    )
+
+
+class LegacyConversationalEvalInput(BaseModel):
+    """Complete conversational eval input schema.
+
+    conversationHistory: Array of exchanges, where each exchange is
+                        [userMessage, ...agentMessages[]]
+    currentUserPrompt: The current user message to evaluate
+    """
+
+    conversation_history: list[
+        list[
+            LegacyConversationalEvalUserMessage
+            | LegacyConversationalEvalInputAgentMessage
+        ]
+    ] = Field(alias="conversationHistory")
+    current_user_prompt: LegacyConversationalEvalUserMessage = Field(
+        alias="currentUserPrompt"
+    )
+
+
+class LegacyConversationalEvalOutput(BaseModel):
+    """Complete eval output schema matching TypeScript definition.
+
+    agentResponse: Sequence of agent messages ending with a message without tool calls
+    """
+
+    agent_response: list[LegacyConversationalEvalOutputAgentMessage] = Field(
+        alias="agentResponse"
+    )
+
+
+# Mapper functions to convert between UiPath standard Message format and legacy conversational formats
+
+
+class UiPathLegacyEvalChatMessagesMapper:
+    @staticmethod
+    def legacy_conversational_eval_input_to_uipath_message_list(
+        eval_input: LegacyConversationalEvalInput,
+    ) -> List[UiPathConversationMessage]:
+        """Convert legacy eval input format to list of UiPathConversationMessage."""
+        messages: List[UiPathConversationMessage] = []
+        timestamp = (
+            datetime.now(timezone.utc)
+            .isoformat(timespec="milliseconds")
+            .replace("+00:00", "Z")
+        )
+
+        # Process conversation history (list of exchanges)
+        for eval_exchange in eval_input.conversation_history:
+            for eval_message in eval_exchange:
+                if eval_message.role == "user":
+                    # Convert user message
+                    content_parts = (
+                        [
+                            UiPathConversationContentPart(
+                                content_part_id=str(uuid.uuid4()),
+                                mime_type="text/plain",
+                                data=UiPathInlineValue(inline=eval_message.text),
+                                citations=[],
+                                created_at=timestamp,
+                                updated_at=timestamp,
+                            )
+                        ]
+                        if eval_message.text
+                        else []
+                    )
+
+                    if eval_message.attachments:
+                        for attachment in eval_message.attachments:
+                            content_parts.append(
+                                UiPathConversationContentPart(
+                                    content_part_id=str(uuid.uuid4()),
+                                    mime_type=attachment.mime_type,
+                                    data=UiPathExternalValue(
+                                        uri=f"urn:uipath:cas:file:orchestrator:{attachment.id}"
+                                    ),
+                                    name=attachment.full_name,
+                                    citations=[],
+                                    created_at=timestamp,
+                                    updated_at=timestamp,
+                                )
+                            )
+                    messages.append(
+                        UiPathConversationMessage(
+                            message_id=str(uuid.uuid4()),
+                            role="user",
+                            content_parts=content_parts,
+                            tool_calls=[],
+                            interrupts=[],
+                            created_at=timestamp,
+                            updated_at=timestamp,
+                        )
+                    )
+                elif eval_message.role == "agent":
+                    # Convert agent message
+                    content_parts = (
+                        [
+                            UiPathConversationContentPart(
+                                content_part_id=str(uuid.uuid4()),
+                                mime_type="text/markdown",
+                                data=UiPathInlineValue(inline=eval_message.text),
+                                citations=[],
+                                created_at=timestamp,
+                                updated_at=timestamp,
+                            )
+                        ]
+                        if eval_message.text
+                        else []
+                    )
+
+                    # Convert tool calls if present
+                    tool_calls: List[UiPathConversationToolCall] = []
+                    if eval_message.tool_calls:
+                        for tc in eval_message.tool_calls:
+                            tool_call = UiPathConversationToolCall(
+                                tool_call_id=str(uuid.uuid4()),
+                                name=tc.name,
+                                input=tc.arguments,
+                                timestamp=timestamp,
+                                result=UiPathConversationToolCallResult(
+                                    timestamp=timestamp,
+                                    output=tc.result.value,
+                                    is_error=tc.result.is_error,
+                                ),
+                                created_at=timestamp,
+                                updated_at=timestamp,
+                            )
+                            tool_calls.append(tool_call)
+
+                    messages.append(
+                        UiPathConversationMessage(
+                            message_id=str(uuid.uuid4()),
+                            role="assistant",
+                            content_parts=content_parts,
+                            tool_calls=tool_calls,
+                            interrupts=[],
+                            created_at=timestamp,
+                            updated_at=timestamp,
+                        )
+                    )
+
+        # Add current user prompt
+        content_parts = (
+            [
+                UiPathConversationContentPart(
+                    content_part_id=str(uuid.uuid4()),
+                    mime_type="text/plain",
+                    data=UiPathInlineValue(inline=eval_input.current_user_prompt.text),
+                    citations=[],
+                    created_at=timestamp,
+                    updated_at=timestamp,
+                )
+            ]
+            if eval_input.current_user_prompt.text
+            else []
+        )
+
+        if eval_input.current_user_prompt.attachments:
+            for attachment in eval_input.current_user_prompt.attachments:
+                content_parts.append(
+                    UiPathConversationContentPart(
+                        content_part_id=str(uuid.uuid4()),
+                        mime_type=attachment.mime_type,
+                        data=UiPathExternalValue(
+                            uri=f"urn:uipath:cas:file:orchestrator:{attachment.id}"
+                        ),
+                        name=attachment.full_name,
+                        citations=[],
+                        created_at=timestamp,
+                        updated_at=timestamp,
+                    )
+                )
+
+        messages.append(
+            UiPathConversationMessage(
+                message_id=str(uuid.uuid4()),
+                role="user",
+                content_parts=content_parts,
+                tool_calls=[],
+                interrupts=[],
+                created_at=timestamp,
+                updated_at=timestamp,
+            )
+        )
+
+        return messages
+
+    @staticmethod
+    def legacy_conversational_eval_output_to_uipath_message_data_list(
+        eval_output: LegacyConversationalEvalOutput,
+    ) -> List[UiPathConversationMessageData]:
+        """Convert legacy eval output format to list of UiPathConversationMessageData."""
+        messages: List[UiPathConversationMessageData] = []
+
+        for eval_agent_message in eval_output.agent_response:
+            content_parts = (
+                [
+                    UiPathConversationContentPartData(
+                        mime_type="text/markdown",
+                        data=UiPathInlineValue(inline=eval_agent_message.text),
+                        citations=[],
+                    )
+                ]
+                if eval_agent_message.text
+                else []
+            )
+
+            tool_calls: List[UiPathConversationToolCallData] = []
+            if eval_agent_message.tool_calls:
+                for tc in eval_agent_message.tool_calls:
+                    tool_call = UiPathConversationToolCallData(
+                        name=tc.name,
+                        input=tc.arguments,
+                    )
+                    tool_calls.append(tool_call)
+
+            messages.append(
+                UiPathConversationMessageData(
+                    role="assistant",
+                    content_parts=content_parts,
+                    tool_calls=tool_calls,
+                    interrupts=[],
+                )
+            )
+
+        return messages
diff --git a/src/uipath/_cli/_evals/_models/_evaluation_set.py b/packages/uipath/src/uipath/eval/models/evaluation_set.py
similarity index 90%
rename from src/uipath/_cli/_evals/_models/_evaluation_set.py
rename to packages/uipath/src/uipath/eval/models/evaluation_set.py
index bf1a08d89..22e6ce244 100644
--- a/src/uipath/_cli/_evals/_models/_evaluation_set.py
+++ b/packages/uipath/src/uipath/eval/models/evaluation_set.py
@@ -1,14 +1,19 @@
-from enum import IntEnum
+"""Evaluation set models."""
+
 from typing import Any, Literal
 
 from pydantic import BaseModel, ConfigDict, Field
 from pydantic.alias_generators import to_camel
 
-from uipath._cli._evals.mocks.types import (
+from ..mocks._types import (
     InputMockingStrategy,
     MockingStrategy,
     ToolSimulation,
 )
+from ._conversational_utils import (
+    LegacyConversationalEvalInput,
+    LegacyConversationalEvalOutput,
+)
 
 
 class EvaluatorReference(BaseModel):
@@ -75,6 +80,9 @@ class EvaluationItem(BaseModel):
     id: str
     name: str
     inputs: dict[str, Any]
+    expected_output: dict[str, Any] | str | None = Field(
+        default=None, alias="expectedOutput"
+    )
     evaluation_criterias: dict[str, dict[str, Any] | None] = Field(
         ..., alias="evaluationCriterias"
     )
@@ -115,6 +123,12 @@ class LegacyEvaluationItem(BaseModel):
     tools_to_simulate: list[ToolSimulation] = Field(
         default_factory=list, alias="toolsToSimulate"
     )
+    conversational_inputs: LegacyConversationalEvalInput | None = Field(
+        default=None, alias="conversationalInputs"
+    )
+    conversational_expected_output: LegacyConversationalEvalOutput | None = Field(
+        default=None, alias="conversationalExpectedOutput"
+    )
 
 
 class EvaluationSet(BaseModel):
@@ -137,6 +151,7 @@ class EvaluationSet(BaseModel):
     )
 
     def extract_selected_evals(self, eval_ids) -> None:
+        """Filter evaluations to only include those with specified IDs."""
         selected_evals: list[EvaluationItem] = []
         remaining_ids = set(eval_ids)
         for evaluation in self.evaluations:
@@ -170,6 +185,7 @@ class LegacyEvaluationSet(BaseModel):
     updated_at: str = Field(alias="updatedAt")
 
     def extract_selected_evals(self, eval_ids) -> None:
+        """Filter evaluations to only include those with specified IDs."""
         selected_evals: list[LegacyEvaluationItem] = []
         remaining_ids = set(eval_ids)
         for evaluation in self.evaluations:
@@ -179,10 +195,3 @@ def extract_selected_evals(self, eval_ids) -> None:
         if len(remaining_ids) > 0:
             raise ValueError("Unknown evaluation ids: {}".format(remaining_ids))
         self.evaluations = selected_evals
-
-
-class EvaluationStatus(IntEnum):
-    PENDING = 0
-    IN_PROGRESS = 1
-    COMPLETED = 2
-    FAILED = 3
diff --git a/src/uipath/eval/models/llm_judge_types.py b/packages/uipath/src/uipath/eval/models/llm_judge_types.py
similarity index 100%
rename from src/uipath/eval/models/llm_judge_types.py
rename to packages/uipath/src/uipath/eval/models/llm_judge_types.py
diff --git a/src/uipath/eval/models/models.py b/packages/uipath/src/uipath/eval/models/models.py
similarity index 82%
rename from src/uipath/eval/models/models.py
rename to packages/uipath/src/uipath/eval/models/models.py
index b960df856..b4409bfa6 100644
--- a/src/uipath/eval/models/models.py
+++ b/packages/uipath/src/uipath/eval/models/models.py
@@ -6,7 +6,9 @@
 from typing import Annotated, Any, Literal, Union
 
 from opentelemetry.sdk.trace import ReadableSpan
-from pydantic import BaseModel, ConfigDict, Field
+from pydantic import BaseModel, ConfigDict, Field, model_serializer
+from pydantic.alias_generators import to_camel
+from pydantic_core import core_schema
 
 
 class AgentExecution(BaseModel):
@@ -71,6 +73,56 @@ class ErrorEvaluationResult(BaseEvaluationResult):
 ]
 
 
+class EvaluationResultDto(BaseModel):
+    """Serializable evaluation result used for aggregation and transport."""
+
+    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
+
+    score: float
+    details: str | dict[str, Any] | None = None
+    evaluation_time: float | None = None
+
+    @model_serializer(mode="wrap")
+    def serialize_model(
+        self,
+        serializer: core_schema.SerializerFunctionWrapHandler,
+        info: core_schema.SerializationInfo,
+    ) -> Any:
+        """Omit 'details' key from serialized output when it is None."""
+        data = serializer(self)
+        if self.details is None and isinstance(data, dict):
+            data.pop("details", None)
+        return data
+
+    @classmethod
+    def from_evaluation_result(
+        cls, evaluation_result: EvaluationResult
+    ) -> "EvaluationResultDto":
+        """Convert an EvaluationResult to a serializable DTO."""
+        score_type = evaluation_result.score_type
+        score: float
+        if score_type == ScoreType.BOOLEAN:
+            score = 100 if evaluation_result.score else 0
+        elif score_type == ScoreType.ERROR:
+            score = 0
+        else:
+            score = evaluation_result.score
+
+        # Convert BaseModel details to dict so Pydantic doesn't lose subclass fields
+        if isinstance(evaluation_result.details, BaseModel):
+            details: str | dict[str, Any] | None = (
+                evaluation_result.details.model_dump()
+            )
+        else:
+            details = evaluation_result.details
+
+        return cls(
+            score=score,
+            details=details,
+            evaluation_time=evaluation_result.evaluation_time,
+        )
+
+
 class EvalItemResult(BaseModel):
     """Result of a single evaluation item."""
 
@@ -245,6 +297,8 @@ class EvaluatorType(str, Enum):
     TOOL_CALL_COUNT = "uipath-tool-call-count"
     TOOL_CALL_ORDER = "uipath-tool-call-order"
     TOOL_CALL_OUTPUT = "uipath-tool-call-output"
+    BINARY_CLASSIFICATION = "uipath-binary-classification"
+    MULTICLASS_CLASSIFICATION = "uipath-multiclass-classification"
 
 
 class ToolCall(BaseModel):
diff --git a/packages/uipath/src/uipath/eval/runtime/__init__.py b/packages/uipath/src/uipath/eval/runtime/__init__.py
new file mode 100644
index 000000000..e56ebaf31
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/runtime/__init__.py
@@ -0,0 +1,15 @@
+"""Evaluation runtime."""
+
+from ._evaluate import evaluate
+from ._types import UiPathEvalOutput, UiPathEvalRunResult, UiPathEvalRunResultDto
+from .context import UiPathEvalContext
+from .runtime import UiPathEvalRuntime
+
+__all__ = [
+    "UiPathEvalContext",
+    "UiPathEvalRuntime",
+    "UiPathEvalRunResult",
+    "UiPathEvalRunResultDto",
+    "UiPathEvalOutput",
+    "evaluate",
+]
diff --git a/src/uipath/_cli/_evals/_evaluate.py b/packages/uipath/src/uipath/eval/runtime/_evaluate.py
similarity index 79%
rename from src/uipath/_cli/_evals/_evaluate.py
rename to packages/uipath/src/uipath/eval/runtime/_evaluate.py
index 4ef73bbe1..e82274a75 100644
--- a/src/uipath/_cli/_evals/_evaluate.py
+++ b/packages/uipath/src/uipath/eval/runtime/_evaluate.py
@@ -1,11 +1,12 @@
+from uipath.core.events import EventBus
 from uipath.core.tracing import UiPathTraceManager
 from uipath.runtime import (
     UiPathRuntimeFactoryProtocol,
     UiPathRuntimeResult,
 )
 
-from uipath._cli._evals._runtime import UiPathEvalContext, UiPathEvalRuntime
-from uipath._events._event_bus import EventBus
+from .context import UiPathEvalContext
+from .runtime import UiPathEvalRuntime
 
 
 async def evaluate(
@@ -14,6 +15,7 @@ async def evaluate(
     eval_context: UiPathEvalContext,
     event_bus: EventBus,
 ) -> UiPathRuntimeResult:
+    """Main entry point for evaluation execution."""
     async with UiPathEvalRuntime(
         factory=runtime_factory,
         context=eval_context,
diff --git a/packages/uipath/src/uipath/eval/runtime/_exporters.py b/packages/uipath/src/uipath/eval/runtime/_exporters.py
new file mode 100644
index 000000000..ecbbedff7
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/runtime/_exporters.py
@@ -0,0 +1,98 @@
+import logging
+from collections import defaultdict
+from typing import Sequence
+
+from opentelemetry import context as context_api
+from opentelemetry.sdk.trace import ReadableSpan, Span
+from opentelemetry.sdk.trace.export import (
+    SpanExporter,
+    SpanExportResult,
+)
+
+from uipath.core.tracing.processors import UiPathExecutionBatchTraceProcessor
+from uipath.runtime.logging import UiPathRuntimeExecutionLogHandler
+
+from .._execution_context import ExecutionSpanCollector, execution_id_context
+
+
+class ExecutionSpanExporter(SpanExporter):
+    """Custom exporter that stores spans grouped by execution ids."""
+
+    def __init__(self):
+        # { execution_id -> list of spans }
+        self._spans: dict[str, list[ReadableSpan]] = defaultdict(list)
+
+    def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
+        for span in spans:
+            if span.attributes is not None:
+                exec_id = span.attributes.get("execution.id")
+                if exec_id is not None and isinstance(exec_id, str):
+                    self._spans[exec_id].append(span)
+
+        return SpanExportResult.SUCCESS
+
+    def get_spans(self, execution_id: str) -> list[ReadableSpan]:
+        """Retrieve spans for a given execution id."""
+        return self._spans.get(execution_id, [])
+
+    def clear(self, execution_id: str | None = None) -> None:
+        """Clear stored spans for one or all executions."""
+        if execution_id:
+            self._spans.pop(execution_id, None)
+        else:
+            self._spans.clear()
+
+    def shutdown(self) -> None:
+        self.clear()
+
+
+class ExecutionSpanProcessor(UiPathExecutionBatchTraceProcessor):
+    """Span processor that adds spans to ExecutionSpanCollector when they start."""
+
+    def __init__(self, span_exporter: SpanExporter, collector: ExecutionSpanCollector):
+        super().__init__(span_exporter)
+        self.collector = collector
+
+    def on_start(
+        self, span: Span, parent_context: context_api.Context | None = None
+    ) -> None:
+        super().on_start(span, parent_context)
+
+        exec_id = span.attributes.get("execution.id") if span.attributes else None
+
+        # Fallback: if execution.id wasn't propagated (e.g., NonRecordingSpan
+        # parent on resume), get it from the execution context variable.
+        if exec_id is None:
+            ctx_exec_id = execution_id_context.get()
+            if ctx_exec_id:
+                span.set_attribute("execution.id", ctx_exec_id)
+                exec_id = ctx_exec_id
+
+        if span.attributes and "execution.id" in span.attributes:
+            exec_id = span.attributes["execution.id"]
+            if isinstance(exec_id, str):
+                self.collector.add_span(span, exec_id)
+
+
+class ExecutionLogsExporter:
+    """Custom exporter that stores multiple execution log handlers."""
+
+    def __init__(self):
+        self._log_handlers: dict[str, UiPathRuntimeExecutionLogHandler] = {}
+
+    def register(
+        self, execution_id: str, handler: UiPathRuntimeExecutionLogHandler
+    ) -> None:
+        self._log_handlers[execution_id] = handler
+
+    def get_logs(self, execution_id: str) -> list[logging.LogRecord]:
+        """Clear stored spans for one or all executions."""
+        log_handler = self._log_handlers.get(execution_id)
+        return log_handler.buffer if log_handler else []
+
+    def clear(self, execution_id: str | None = None) -> None:
+        """Clear stored spans for one or all executions."""
+        if execution_id:
+            self._log_handlers.pop(execution_id, None)
+        else:
+            self._log_handlers.clear()
diff --git a/packages/uipath/src/uipath/eval/runtime/_parallelization.py b/packages/uipath/src/uipath/eval/runtime/_parallelization.py
new file mode 100644
index 000000000..6dabe2ad2
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/runtime/_parallelization.py
@@ -0,0 +1,60 @@
+import asyncio
+from typing import Awaitable, Iterable, TypeVar
+
+T = TypeVar("T")
+
+
+async def execute_parallel(
+    evaluation_result_iterable: Iterable[Awaitable[T]],
+    workers: int,
+) -> list[T]:
+    # Create a queue with max concurrency
+    queue: asyncio.Queue[tuple[int, Awaitable[T]] | None] = asyncio.Queue(
+        maxsize=workers
+    )
+
+    # Dictionary to store results with their original indices
+    results_dict: dict[int, T] = {}
+
+    # Producer task to fill the queue
+    async def producer() -> None:
+        for index, eval_item in enumerate(evaluation_result_iterable):
+            await queue.put((index, eval_item))
+        # Signal completion by putting None markers
+        for _ in range(workers):
+            await queue.put(None)
+
+    # Worker function to process items from the queue
+    async def worker(worker_id: int) -> None:
+        while True:
+            item = await queue.get()
+
+            # Check for termination signal
+            if item is None:
+                queue.task_done()
+                break
+
+            index, eval_item = item
+
+            try:
+                # Execute the evaluation
+                result = await eval_item
+
+                # Store result with its index to maintain order
+                results_dict[index] = result
+            finally:
+                # Mark the task as done
+                queue.task_done()
+
+    # Start producer
+    producer_task = asyncio.create_task(producer())
+
+    # Create worker tasks based on workers
+    worker_tasks = [asyncio.create_task(worker(i)) for i in range(workers)]
+
+    # Wait for producer and all workers to complete
+    await producer_task
+    await asyncio.gather(*worker_tasks)
+
+    # Return results in the original order
+    return [results_dict[i] for i in range(len(results_dict))]
diff --git a/src/uipath/_cli/_evals/_span_utils.py b/packages/uipath/src/uipath/eval/runtime/_spans.py
similarity index 59%
rename from src/uipath/_cli/_evals/_span_utils.py
rename to packages/uipath/src/uipath/eval/runtime/_spans.py
index 6bce08097..6f492388e 100644
--- a/src/uipath/_cli/_evals/_span_utils.py
+++ b/packages/uipath/src/uipath/eval/runtime/_spans.py
@@ -1,16 +1,168 @@
-"""Utility functions for setting evaluation span attributes."""
+"""Helpers for serializing, deserializing, and configuring OpenTelemetry spans."""
 
 import json
-from typing import Any, Dict, Optional
-
-from opentelemetry.trace import Span, Status, StatusCode
+import logging
+from typing import Any
+
+from opentelemetry.sdk.trace import Event, ReadableSpan
+from opentelemetry.trace import (
+    Span,
+    SpanContext,
+    SpanKind,
+    Status,
+    StatusCode,
+    TraceFlags,
+)
 from pydantic import BaseModel, ConfigDict, Field
 
-# Type hint for runtime protocol (avoids circular imports)
-try:
-    from uipath.runtime import UiPathRuntimeProtocol, UiPathRuntimeSchema
-except ImportError:
-    UiPathRuntimeProtocol = Any  # type: ignore
+from uipath.runtime import UiPathRuntimeStorageProtocol
+from uipath.runtime.schema import UiPathRuntimeSchema
+
+logger = logging.getLogger(__name__)
+
+
+# --- Serialization / Deserialization ---
+
+
+def serialize_span(span: ReadableSpan) -> dict[str, Any]:
+    """Serialize a ReadableSpan to a JSON-compatible dict for storage."""
+    ctx = span.context
+    context_data = None
+    if ctx:
+        context_data = {
+            "trace_id": ctx.trace_id,
+            "span_id": ctx.span_id,
+            "trace_flags": int(ctx.trace_flags),
+        }
+
+    parent_data = None
+    if span.parent:
+        parent_data = {
+            "trace_id": span.parent.trace_id,
+            "span_id": span.parent.span_id,
+            "trace_flags": int(span.parent.trace_flags),
+        }
+
+    attrs: dict[str, Any] = {}
+    if span.attributes:
+        for k, v in span.attributes.items():
+            attrs[k] = list(v) if isinstance(v, tuple) else v
+
+    events_data = []
+    if span.events:
+        for e in span.events:
+            event_attrs: dict[str, Any] = {}
+            if e.attributes:
+                for k, v in e.attributes.items():
+                    event_attrs[k] = list(v) if isinstance(v, tuple) else v
+            events_data.append(
+                {
+                    "name": e.name,
+                    "attributes": event_attrs,
+                    "timestamp": e.timestamp,
+                }
+            )
+
+    return {
+        "name": span.name,
+        "context": context_data,
+        "parent": parent_data,
+        "attributes": attrs,
+        "events": events_data,
+        "status_code": span.status.status_code.value if span.status else 0,
+        "status_description": span.status.description if span.status else None,
+        "start_time": span.start_time,
+        "end_time": span.end_time,
+        "kind": span.kind.value if span.kind else 0,
+    }
+
+
+def deserialize_span(data: dict[str, Any]) -> ReadableSpan:
+    """Deserialize a dict back to a ReadableSpan."""
+    context = None
+    if data.get("context"):
+        context = SpanContext(
+            trace_id=data["context"]["trace_id"],
+            span_id=data["context"]["span_id"],
+            is_remote=False,
+            trace_flags=TraceFlags(data["context"].get("trace_flags", 0)),
+        )
+
+    parent = None
+    if data.get("parent"):
+        parent = SpanContext(
+            trace_id=data["parent"]["trace_id"],
+            span_id=data["parent"]["span_id"],
+            is_remote=False,
+            trace_flags=TraceFlags(data["parent"].get("trace_flags", 0)),
+        )
+
+    status = Status(
+        status_code=StatusCode(data.get("status_code", 0)),
+        description=data.get("status_description"),
+    )
+
+    events = []
+    for e in data.get("events", []):
+        events.append(
+            Event(
+                name=e["name"],
+                attributes=e.get("attributes"),
+                timestamp=e.get("timestamp"),
+            )
+        )
+
+    return ReadableSpan(
+        name=data["name"],
+        context=context,
+        parent=parent,
+        attributes=data.get("attributes"),
+        events=events,
+        status=status,
+        start_time=data.get("start_time"),
+        end_time=data.get("end_time"),
+        kind=SpanKind(data.get("kind", 0)),
+    )
+
+
+async def save_execution_spans(
+    storage: UiPathRuntimeStorageProtocol,
+    execution_id: str,
+    eval_item_id: str,
+    spans: list[ReadableSpan],
+) -> None:
+    """Save execution spans to storage so they survive across suspend/resume."""
+    serialized = [serialize_span(s) for s in spans]
+    await storage.set_value(
+        runtime_id=execution_id,
+        namespace="eval_execution_spans",
+        key=eval_item_id,
+        value={"spans": serialized},
+    )
+    logger.info(f"Saved {len(spans)} execution spans for eval_item {eval_item_id}")
+
+
+async def load_execution_spans(
+    storage: UiPathRuntimeStorageProtocol,
+    execution_id: str,
+    eval_item_id: str,
+) -> list[ReadableSpan]:
+    """Load saved execution spans from storage after resume."""
+    data = await storage.get_value(
+        runtime_id=execution_id,
+        namespace="eval_execution_spans",
+        key=eval_item_id,
+    )
+    if not data or "spans" not in data:
+        return []
+    spans = [deserialize_span(s) for s in data["spans"]]
+    logger.info(
+        f"Loaded {len(spans)} saved execution spans for eval_item {eval_item_id}"
+    )
+    return spans
+
+
+# --- Span attribute configuration ---
 
 
 class EvalSetRunOutput(BaseModel):
@@ -18,7 +170,7 @@ class EvalSetRunOutput(BaseModel):
 
     model_config = ConfigDict(populate_by_name=True)
 
-    scores: Dict[str, float] = Field(..., alias="scores")
+    scores: dict[str, float] = Field(..., alias="scores")
 
 
 class EvaluationOutput(BaseModel):
@@ -26,7 +178,7 @@ class EvaluationOutput(BaseModel):
 
     model_config = ConfigDict(populate_by_name=True)
 
-    scores: Dict[str, float] = Field(..., alias="scores")
+    scores: dict[str, float] = Field(..., alias="scores")
 
 
 class EvaluationOutputSpanOutput(BaseModel):
@@ -36,8 +188,8 @@ class EvaluationOutputSpanOutput(BaseModel):
 
     type: int = Field(1, alias="type")
     score: float = Field(..., alias="score")
-    evaluator_id: Optional[str] = Field(None, alias="evaluatorId")
-    justification: Optional[str] = Field(None, alias="justification")
+    evaluator_id: str | None = Field(None, alias="evaluatorId")
+    justification: str | None = Field(None, alias="justification")
 
 
 def normalize_score_to_100(score: float) -> float:
@@ -56,16 +208,16 @@ def normalize_score_to_100(score: float) -> float:
     return round(min(max(score, 0), 100), 2)
 
 
-def extract_evaluator_scores(evaluation_run_results: Any) -> Dict[str, float]:
+def extract_evaluator_scores(evaluation_run_results: Any) -> dict[str, float]:
     """Extract scores per evaluator from evaluation run results.
 
     Args:
-        evaluation_run_results: EvaluationRunResult object containing evaluation results
+        evaluation_run_results: UiPathEvalRunResult object containing evaluation results
 
     Returns:
         Dictionary mapping evaluator names to their normalized scores (0-100)
     """
-    scores: Dict[str, float] = {}
+    scores: dict[str, float] = {}
     if not evaluation_run_results.evaluation_run_results:
         return scores
 
@@ -79,10 +231,10 @@ def extract_evaluator_scores(evaluation_run_results: Any) -> Dict[str, float]:
 
 def set_eval_set_run_output_and_metadata(
     span: Span,
-    evaluator_scores: Dict[str, float],
+    evaluator_scores: dict[str, float],
     execution_id: str,
-    input_schema: Optional[Dict[str, Any]],
-    output_schema: Optional[Dict[str, Any]],
+    input_schema: dict[str, Any] | None,
+    output_schema: dict[str, Any] | None,
     success: bool = True,
 ) -> None:
     """Set output and metadata attributes for Evaluation Set Run span.
@@ -127,11 +279,11 @@ def set_eval_set_run_output_and_metadata(
 
 def set_evaluation_output_and_metadata(
     span: Span,
-    evaluator_scores: Dict[str, float],
+    evaluator_scores: dict[str, float],
     execution_id: str,
-    input_data: Optional[Dict[str, Any]] = None,
+    input_data: dict[str, Any] | None = None,
     has_error: bool = False,
-    error_message: Optional[str] = None,
+    error_message: str | None = None,
 ) -> None:
     """Set output and metadata attributes for Evaluation span.
 
@@ -168,8 +320,8 @@ def set_evaluation_output_and_metadata(
 def set_evaluation_output_span_output(
     span: Span,
     score: float,
-    evaluator_id: Optional[str] = None,
-    justification: Optional[str] = None,
+    evaluator_id: str | None = None,
+    justification: str | None = None,
 ) -> None:
     """Set output attribute for Evaluation output span.
 
@@ -198,7 +350,7 @@ def set_evaluation_output_span_output(
 
 async def configure_eval_set_run_span(
     span: Span,
-    evaluator_averages: Dict[str, float],
+    evaluator_averages: dict[str, float],
     execution_id: str,
     schema: UiPathRuntimeSchema,
     success: bool = True,
@@ -246,8 +398,8 @@ async def configure_evaluation_span(
     span: Span,
     evaluation_run_results: Any,
     execution_id: str,
-    input_data: Optional[Dict[str, Any]] = None,
-    agent_execution_output: Optional[Any] = None,
+    input_data: dict[str, Any] | None = None,
+    agent_execution_output: Any | None = None,
 ) -> None:
     """Configure Evaluation span with output and metadata.
 
@@ -259,7 +411,7 @@ async def configure_evaluation_span(
 
     Args:
         span: The OpenTelemetry span to configure
-        evaluation_run_results: EvaluationRunResult object containing evaluation results
+        evaluation_run_results: UiPathEvalRunResult object containing evaluation results
         execution_id: The execution ID for this evaluation
         input_data: The input data for this evaluation
         agent_execution_output: Optional agent execution output for error checking
diff --git a/packages/uipath/src/uipath/eval/runtime/_types.py b/packages/uipath/src/uipath/eval/runtime/_types.py
new file mode 100644
index 000000000..e6f8847c1
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/runtime/_types.py
@@ -0,0 +1,90 @@
+import logging
+
+from opentelemetry.sdk.trace import ReadableSpan
+from pydantic import BaseModel, ConfigDict
+from pydantic.alias_generators import to_camel
+
+from uipath.runtime import UiPathRuntimeResult
+
+from ..models.models import (
+    EvaluationResultDto,
+    TrajectoryEvaluationTrace,
+)
+
+
+class EvaluationRuntimeException(Exception):
+    def __init__(self, spans, logs, root_exception, execution_time):
+        self.spans = spans
+        self.logs = logs
+        self.root_exception = root_exception
+        self.execution_time = execution_time
+
+
+class UiPathEvalRunExecutionOutput(BaseModel):
+    """Result of a single agent response."""
+
+    model_config = ConfigDict(arbitrary_types_allowed=True)
+
+    execution_time: float
+    spans: list[ReadableSpan]
+    logs: list[logging.LogRecord]
+    result: UiPathRuntimeResult
+
+
+class UiPathSerializableEvalRunExecutionOutput(BaseModel):
+    execution_time: float
+    trace: TrajectoryEvaluationTrace
+    result: UiPathRuntimeResult
+
+
+def convert_eval_execution_output_to_serializable(
+    output: UiPathEvalRunExecutionOutput,
+) -> UiPathSerializableEvalRunExecutionOutput:
+    return UiPathSerializableEvalRunExecutionOutput(
+        execution_time=output.execution_time,
+        result=output.result,
+        trace=TrajectoryEvaluationTrace.from_readable_spans(output.spans),
+    )
+
+
+class UiPathEvalRunResultDto(BaseModel):
+    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
+
+    evaluator_name: str
+    evaluator_id: str
+    result: EvaluationResultDto
+
+
+class UiPathEvalRunResult(BaseModel):
+    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
+
+    evaluation_name: str
+    evaluation_run_results: list[UiPathEvalRunResultDto]
+    agent_execution_output: UiPathSerializableEvalRunExecutionOutput | None = None
+
+    @property
+    def score(self) -> float:
+        """Compute average score for this single eval_item."""
+        if not self.evaluation_run_results:
+            return 0.0
+
+        total_score = sum(dto.result.score for dto in self.evaluation_run_results)
+        return total_score / len(self.evaluation_run_results)
+
+
+class UiPathEvalOutput(BaseModel):
+    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
+
+    evaluation_set_name: str
+    evaluation_set_results: list[UiPathEvalRunResult]
+
+    @property
+    def score(self) -> float:
+        """Compute overall average score from evaluation results."""
+        if not self.evaluation_set_results:
+            return 0.0
+
+        eval_item_scores = [
+            eval_result.score for eval_result in self.evaluation_set_results
+        ]
+        return sum(eval_item_scores) / len(eval_item_scores)
diff --git a/src/uipath/_cli/_evals/_eval_util.py b/packages/uipath/src/uipath/eval/runtime/_utils.py
similarity index 100%
rename from src/uipath/_cli/_evals/_eval_util.py
rename to packages/uipath/src/uipath/eval/runtime/_utils.py
diff --git a/packages/uipath/src/uipath/eval/runtime/context.py b/packages/uipath/src/uipath/eval/runtime/context.py
new file mode 100644
index 000000000..b8224718c
--- /dev/null
+++ b/packages/uipath/src/uipath/eval/runtime/context.py
@@ -0,0 +1,29 @@
+"""Context class for evaluation runs."""
+
+from typing import Any
+
+from uipath.runtime.schema import UiPathRuntimeSchema
+
+from ..evaluators.base_evaluator import GenericBaseEvaluator
+from ..models.evaluation_set import EvaluationSet
+
+
+class UiPathEvalContext:
+    """Context used for evaluation runs."""
+
+    # Required Fields
+    runtime_schema: UiPathRuntimeSchema
+    evaluation_set: EvaluationSet
+    evaluators: list[GenericBaseEvaluator[Any, Any, Any]]
+    execution_id: str
+
+    # Optional Fields
+    entrypoint: str | None = None
+    workers: int | None = 1
+    eval_set_run_id: str | None = None
+    verbose: bool = False
+    enable_mocker_cache: bool = False
+    report_coverage: bool = False
+    input_overrides: dict[str, Any] | None = None
+    resume: bool = False
+    job_id: str | None = None
diff --git a/src/uipath/_events/_events.py b/packages/uipath/src/uipath/eval/runtime/events.py
similarity index 73%
rename from src/uipath/_events/_events.py
rename to packages/uipath/src/uipath/eval/runtime/events.py
index df3a21921..589f82ba7 100644
--- a/src/uipath/_events/_events.py
+++ b/packages/uipath/src/uipath/eval/runtime/events.py
@@ -1,3 +1,5 @@
+"""Evaluation runtime events."""
+
 import logging
 from enum import Enum
 from typing import Any, Union
@@ -5,12 +7,14 @@
 from opentelemetry.sdk.trace import ReadableSpan
 from pydantic import BaseModel, ConfigDict, SkipValidation, model_validator
 
-from uipath._cli._evals._models._evaluation_set import EvaluationItem
-from uipath.eval.evaluators.base_evaluator import GenericBaseEvaluator
-from uipath.eval.models import EvalItemResult
+from ..evaluators.base_evaluator import GenericBaseEvaluator
+from ..models import EvalItemResult
+from ..models.evaluation_set import EvaluationItem
 
 
 class EvaluationEvents(str, Enum):
+    """Event types for evaluation runs."""
+
     CREATE_EVAL_SET_RUN = "create_eval_set_run"
     CREATE_EVAL_RUN = "create_eval_run"
     UPDATE_EVAL_SET_RUN = "update_eval_set_run"
@@ -18,6 +22,8 @@ class EvaluationEvents(str, Enum):
 
 
 class EvalSetRunCreatedEvent(BaseModel):
+    """Event emitted when an evaluation set run is created."""
+
     execution_id: str
     entrypoint: str
     eval_set_id: str
@@ -28,11 +34,15 @@ class EvalSetRunCreatedEvent(BaseModel):
 
 
 class EvalRunCreatedEvent(BaseModel):
+    """Event emitted when an individual evaluation run is created."""
+
     execution_id: str
     eval_item: EvaluationItem
 
 
 class EvalItemExceptionDetails(BaseModel):
+    """Details of an exception that occurred during an evaluation item."""
+
     model_config = ConfigDict(arbitrary_types_allowed=True)
 
     runtime_exception: bool = False
@@ -40,6 +50,8 @@ class EvalItemExceptionDetails(BaseModel):
 
 
 class EvalRunUpdatedEvent(BaseModel):
+    """Event emitted when an individual evaluation run is updated with results."""
+
     model_config = ConfigDict(arbitrary_types_allowed=True)
 
     execution_id: str
@@ -54,12 +66,15 @@ class EvalRunUpdatedEvent(BaseModel):
 
     @model_validator(mode="after")
     def validate_exception_details(self):
+        """Ensure that exception details are provided when success is False."""
         if not self.success and self.exception_details is None:
             raise ValueError("exception_details must be provided when success is False")
         return self
 
 
 class EvalSetRunUpdatedEvent(BaseModel):
+    """Event emitted when an evaluation set run is updated."""
+
     execution_id: str
     evaluator_scores: dict[str, float]
     success: bool = True
diff --git a/src/uipath/_cli/_evals/_runtime.py b/packages/uipath/src/uipath/eval/runtime/runtime.py
similarity index 77%
rename from src/uipath/_cli/_evals/_runtime.py
rename to packages/uipath/src/uipath/eval/runtime/runtime.py
index a6cab5e51..17fb91c32 100644
--- a/src/uipath/_cli/_evals/_runtime.py
+++ b/packages/uipath/src/uipath/eval/runtime/runtime.py
@@ -1,3 +1,7 @@
+"""Runtime for executing evaluation sets and runs, with support for parallel execution and resuming from checkpoints."""
+
+from __future__ import annotations
+
 import json
 import logging
 from collections import defaultdict
@@ -8,19 +12,11 @@
     Awaitable,
     Iterable,
     Iterator,
-    Protocol,
-    Sequence,
     Tuple,
-    runtime_checkable,
 )
 
 import coverage
-from opentelemetry import context as context_api
-from opentelemetry.sdk.trace import ReadableSpan, Span
-from opentelemetry.sdk.trace.export import (
-    SpanExporter,
-    SpanExportResult,
-)
+from opentelemetry.sdk.trace import ReadableSpan
 from opentelemetry.trace import (
     NonRecordingSpan,
     SpanContext,
@@ -30,8 +26,9 @@
     use_span,
 )
 from pydantic import BaseModel
+
+from uipath.core.events import EventBus
 from uipath.core.tracing import UiPathTraceManager
-from uipath.core.tracing.processors import UiPathExecutionBatchTraceProcessor
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathExecutionRuntime,
@@ -47,18 +44,46 @@
 from uipath.runtime.logging import UiPathRuntimeExecutionLogHandler
 from uipath.runtime.schema import UiPathRuntimeSchema
 
-from uipath._cli._evals._span_utils import (
+from .._execution_context import ExecutionSpanCollector
+from ..evaluators.base_evaluator import GenericBaseEvaluator
+from ..evaluators.output_evaluator import OutputEvaluationCriteria
+from ..mocks._cache_manager import CacheManager
+from ..mocks._input_mocker import (
+    generate_llm_input,
+)
+from ..mocks._mock_context import cache_manager_context
+from ..mocks._mock_runtime import UiPathMockRuntime
+from ..mocks._types import MockingContext
+from ..models import EvaluationResult
+from ..models.evaluation_set import (
+    EvaluationItem,
+    EvaluationSet,
+)
+from ..models.models import AgentExecution, EvalItemResult, EvaluationResultDto
+from ._exporters import (
+    ExecutionLogsExporter,
+    ExecutionSpanExporter,
+    ExecutionSpanProcessor,
+)
+from ._parallelization import execute_parallel
+from ._spans import (
     configure_eval_set_run_span,
     configure_evaluation_span,
+    load_execution_spans,
+    save_execution_spans,
     set_evaluation_output_span_output,
 )
-from uipath._cli._evals.mocks.cache_manager import CacheManager
-from uipath._cli._evals.mocks.input_mocker import (
-    generate_llm_input,
+from ._types import (
+    EvaluationRuntimeException,
+    UiPathEvalOutput,
+    UiPathEvalRunExecutionOutput,
+    UiPathEvalRunResult,
+    UiPathEvalRunResultDto,
+    convert_eval_execution_output_to_serializable,
 )
-
-from ..._events._event_bus import EventBus
-from ..._events._events import (
+from ._utils import apply_input_overrides
+from .context import UiPathEvalContext
+from .events import (
     EvalItemExceptionDetails,
     EvalRunCreatedEvent,
     EvalRunUpdatedEvent,
@@ -66,146 +91,110 @@
     EvalSetRunUpdatedEvent,
     EvaluationEvents,
 )
-from ...eval.evaluators.base_evaluator import GenericBaseEvaluator
-from ...eval.models import EvaluationResult
-from ...eval.models.models import AgentExecution, EvalItemResult
-from .._utils._parallelization import execute_parallel
-from ._eval_util import apply_input_overrides
-from ._models._evaluation_set import (
-    EvaluationItem,
-    EvaluationSet,
-)
-from ._models._exceptions import EvaluationRuntimeException
-from ._models._output import (
-    EvaluationResultDto,
-    EvaluationRunResult,
-    EvaluationRunResultDto,
-    UiPathEvalOutput,
-    UiPathEvalRunExecutionOutput,
-    convert_eval_execution_output_to_serializable,
-)
-from ._span_collection import ExecutionSpanCollector
-from .mocks.mocks import (
-    cache_manager_context,
-    clear_execution_context,
-    set_execution_context,
-)
-from .mocks.types import MockingContext
 
 logger = logging.getLogger(__name__)
 
 
-@runtime_checkable
-class LLMAgentRuntimeProtocol(Protocol):
-    """Protocol for runtimes that can provide agent model information.
-
-    Runtimes that implement this protocol can be queried for
-    the agent's configured LLM model, enabling features like 'same-as-agent'
-    model resolution for evaluators.
+def compute_evaluator_scores(
+    evaluation_set_results: list[UiPathEvalRunResult],
+    evaluators: Iterable[GenericBaseEvaluator[Any, Any, Any]],
+    evaluator_weights: dict[str, float] | None = None,
+    default_weight: float = 1.0,
+) -> tuple[float, dict[str, float]]:
+    """Aggregate evaluation results with deduplication and weighted scoring.
+
+    Steps:
+    1. Flatten nested evaluation_set_results structure
+    2. Deduplicate results by (datapoint_id, evaluator_name), averaging duplicates
+    3. Reduce results per evaluator across all datapoints
+    4. Compute final weighted score across evaluators
+
+    Args:
+        evaluation_set_results: The per-datapoint evaluation results
+        evaluators: The evaluator instances. Each must have a `name` attribute
+            and a `reduce_scores` method.
+        evaluator_weights: Optional dict mapping evaluator names to weights
+        default_weight: Default weight for evaluators not in evaluator_weights (default: 1.0)
+
+    Returns:
+        Tuple of (final_score, agg_metrics_per_evaluator)
+        - final_score: Weighted average across evaluators
+        - agg_metrics_per_evaluator: Dict mapping evaluator names to their reduced scores
     """
+    if not evaluation_set_results:
+        return 0.0, {}
+
+    if evaluator_weights is None:
+        evaluator_weights = {}
+
+    evaluator_reducers: dict[str, GenericBaseEvaluator[Any, Any, Any]] = {
+        e.name: e for e in evaluators
+    }
+
+    # Step 1: Flatten and group by (datapoint_id, evaluator_name) for deduplication
+    grouped_by_datapoint_evaluator: defaultdict[
+        str, defaultdict[str, list[EvaluationResultDto]]
+    ] = defaultdict(lambda: defaultdict(list))
+
+    for eval_run_result in evaluation_set_results:
+        datapoint_id = eval_run_result.evaluation_name
+        for eval_run_result_dto in eval_run_result.evaluation_run_results:
+            evaluator_name = eval_run_result_dto.evaluator_name
+            if evaluator_name not in evaluator_reducers:
+                known = sorted(evaluator_reducers.keys())
+                raise ValueError(
+                    f"Evaluator '{evaluator_name}' found in results for "
+                    f"datapoint '{datapoint_id}' but no matching evaluator "
+                    f"instance was provided. Known evaluators: {known}"
+                )
+            grouped_by_datapoint_evaluator[datapoint_id][evaluator_name].append(
+                eval_run_result_dto.result
+            )
 
-    def get_agent_model(self) -> str | None:
-        """Return the agent's configured LLM model name.
-
-        Returns:
-            The model name from agent settings (e.g., 'gpt-4o-2024-11-20'),
-            or None if no model is configured.
-        """
-        ...
-
-
-class ExecutionSpanExporter(SpanExporter):
-    """Custom exporter that stores spans grouped by execution ids."""
-
-    def __init__(self):
-        # { execution_id -> list of spans }
-        self._spans: dict[str, list[ReadableSpan]] = defaultdict(list)
-
-    def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
-        for span in spans:
-            if span.attributes is not None:
-                exec_id = span.attributes.get("execution.id")
-                if exec_id is not None and isinstance(exec_id, str):
-                    self._spans[exec_id].append(span)
-
-        return SpanExportResult.SUCCESS
-
-    def get_spans(self, execution_id: str) -> list[ReadableSpan]:
-        """Retrieve spans for a given execution id."""
-        return self._spans.get(execution_id, [])
-
-    def clear(self, execution_id: str | None = None) -> None:
-        """Clear stored spans for one or all executions."""
-        if execution_id:
-            self._spans.pop(execution_id, None)
-        else:
-            self._spans.clear()
-
-    def shutdown(self) -> None:
-        self.clear()
-
-
-class ExecutionSpanProcessor(UiPathExecutionBatchTraceProcessor):
-    """Span processor that adds spans to ExecutionSpanCollector when they start."""
-
-    def __init__(self, span_exporter: SpanExporter, collector: ExecutionSpanCollector):
-        super().__init__(span_exporter)
-        self.collector = collector
-
-    def on_start(
-        self, span: Span, parent_context: context_api.Context | None = None
-    ) -> None:
-        super().on_start(span, parent_context)
-
-        if span.attributes and "execution.id" in span.attributes:
-            exec_id = span.attributes["execution.id"]
-            if isinstance(exec_id, str):
-                self.collector.add_span(span, exec_id)
-
-
-class ExecutionLogsExporter:
-    """Custom exporter that stores multiple execution log handlers."""
-
-    def __init__(self):
-        self._log_handlers: dict[str, UiPathRuntimeExecutionLogHandler] = {}
+    # Step 2: Deduplicate by averaging same evaluator results for same datapoint
+    dedup_results: list[tuple[str, str, EvaluationResultDto]] = []
+    for datapoint_id, evaluators_dict in grouped_by_datapoint_evaluator.items():
+        for evaluator_name, results_list in evaluators_dict.items():
+            if results_list:
+                avg_score = sum(r.score for r in results_list) / len(results_list)
+                dedup_results.append(
+                    (
+                        datapoint_id,
+                        evaluator_name,
+                        EvaluationResultDto(
+                            score=avg_score,
+                            details=results_list[0].details,
+                        ),
+                    )
+                )
 
-    def register(
-        self, execution_id: str, handler: UiPathRuntimeExecutionLogHandler
-    ) -> None:
-        self._log_handlers[execution_id] = handler
+    # Step 3: Group by evaluator and reduce using the evaluator's reducer
+    grouped_by_evaluator: defaultdict[str, list[EvaluationResultDto]] = defaultdict(
+        list
+    )
+    for _datapoint_id, evaluator_name, dp_result in dedup_results:
+        grouped_by_evaluator[evaluator_name].append(dp_result)
 
-    def get_logs(self, execution_id: str) -> list[logging.LogRecord]:
-        """Clear stored spans for one or all executions."""
-        log_handler = self._log_handlers.get(execution_id)
-        return log_handler.buffer if log_handler else []
+    agg_metrics_per_evaluator = {}
+    for evaluator_name, results_list in grouped_by_evaluator.items():
+        reducer = evaluator_reducers[evaluator_name].reduce_scores
+        agg_metrics_per_evaluator[evaluator_name] = reducer(results_list)
 
-    def clear(self, execution_id: str | None = None) -> None:
-        """Clear stored spans for one or all executions."""
-        if execution_id:
-            self._log_handlers.pop(execution_id, None)
-        else:
-            self._log_handlers.clear()
+    # Step 4: Calculate final weighted score
+    if not agg_metrics_per_evaluator:
+        return 0.0, {}
 
+    total_weighted_score = 0.0
+    total_weight = 0.0
 
-class UiPathEvalContext:
-    """Context used for evaluation runs."""
+    for evaluator_name, avg_score in agg_metrics_per_evaluator.items():
+        weight = evaluator_weights.get(evaluator_name, default_weight)
+        total_weighted_score += avg_score * weight
+        total_weight += weight
 
-    # Required Fields
-    runtime_schema: UiPathRuntimeSchema
-    evaluation_set: EvaluationSet
-    evaluators: list[GenericBaseEvaluator[Any, Any, Any]]
-    execution_id: str
+    final_score = total_weighted_score / total_weight if total_weight > 0 else 0.0
 
-    # Optional Fields
-    entrypoint: str | None = None
-    workers: int | None = 1
-    eval_set_run_id: str | None = None
-    verbose: bool = False
-    enable_mocker_cache: bool = False
-    report_coverage: bool = False
-    input_overrides: dict[str, Any] | None = None
-    resume: bool = False
-    job_id: str | None = None
+    return final_score, agg_metrics_per_evaluator
 
 
 class UiPathEvalRuntime:
@@ -218,6 +207,7 @@ def __init__(
         trace_manager: UiPathTraceManager,
         event_bus: EventBus,
     ):
+        """Initialize the evaluation runtime."""
         self.context: UiPathEvalContext = context
         self.factory: UiPathRuntimeFactoryProtocol = factory
         self.event_bus: EventBus = event_bus
@@ -236,12 +226,13 @@ def __init__(
             f"eval_set_run_id={context.eval_set_run_id}"
         )
         self.execution_id = context.execution_id
-        logger.info(f"EVAL RUNTIME: execution_id set to: {self.execution_id}")
+        logger.debug(f"EVAL RUNTIME: execution_id set to: {self.execution_id}")
         self.coverage = coverage.Coverage(branch=True)
 
         self._storage: UiPathRuntimeStorageProtocol | None = None
 
-    async def __aenter__(self) -> "UiPathEvalRuntime":
+    async def __aenter__(self) -> UiPathEvalRuntime:
+        """Async context manager entry - initialize storage and start coverage if enabled."""
         if self.context.report_coverage:
             self.coverage.start()
         self._storage = await self.factory.get_storage()
@@ -249,11 +240,13 @@ async def __aenter__(self) -> "UiPathEvalRuntime":
         return self
 
     async def __aexit__(self, *args: Any) -> None:
+        """Async context manager exit - stop coverage and clean up execution context."""
         if self.context.report_coverage:
             self.coverage.stop()
             self.coverage.report(include=["./*"], show_missing=True)
 
     async def get_schema(self) -> UiPathRuntimeSchema:
+        """Get the runtime schema from context."""
         return self.context.runtime_schema
 
     @contextmanager
@@ -277,8 +270,9 @@ async def initiate_evaluation(
     ) -> Tuple[
         EvaluationSet,
         list[GenericBaseEvaluator[Any, Any, Any]],
-        Iterable[Awaitable[EvaluationRunResult]],
+        Iterable[Awaitable[UiPathEvalRunResult]],
     ]:
+        """Initiate the evaluation by publishing the create eval set run event and preparing the evaluation iterable."""
         # Validate that resume mode is not used with multiple evaluations
         if self.context.resume and len(self.context.evaluation_set.evaluations) > 1:
             raise ValueError(
@@ -309,12 +303,13 @@ async def initiate_evaluation(
         )
 
     async def execute(self) -> UiPathRuntimeResult:
-        logger.info("=" * 80)
-        logger.info("EVAL RUNTIME: Starting evaluation execution")
-        logger.info(f"EVAL RUNTIME: Execution ID: {self.execution_id}")
-        logger.info(f"EVAL RUNTIME: Job ID: {self.context.job_id}")
-        logger.info(f"EVAL RUNTIME: Resume mode: {self.context.resume}")
-        logger.info("=" * 80)
+        """Execute the evaluation runtime."""
+        logger.debug("=" * 80)
+        logger.debug("EVAL RUNTIME: Starting evaluation execution")
+        logger.debug(f"EVAL RUNTIME: Execution ID: {self.execution_id}")
+        logger.debug(f"EVAL RUNTIME: Job ID: {self.context.job_id}")
+        logger.debug(f"EVAL RUNTIME: Resume mode: {self.context.resume}")
+        logger.debug("=" * 80)
 
         with self._mocker_cache():
             tracer = self.trace_manager.tracer_provider.get_tracer(__name__)
@@ -359,38 +354,27 @@ async def execute(self) -> UiPathRuntimeResult:
                     ) = await self.initiate_evaluation()
                     workers = self.context.workers or 1
                     assert workers >= 1
-                    eval_run_result_list = await execute_parallel(
-                        evaluation_iterable, workers
-                    )
+                    eval_run_result_list: list[
+                        UiPathEvalRunResult
+                    ] = await execute_parallel(evaluation_iterable, workers)
+
                     results = UiPathEvalOutput(
                         evaluation_set_name=evaluation_set.name,
                         evaluation_set_results=eval_run_result_list,
                     )
 
-                    # Computing evaluator averages
-                    evaluator_averages: dict[str, float] = defaultdict(float)
-                    evaluator_count: dict[str, int] = defaultdict(int)
-
-                    # Check if any eval runs failed
-                    any_failed = False
-                    for eval_run_result in results.evaluation_set_results:
-                        # Check if the agent execution had an error
-                        if (
-                            eval_run_result.agent_execution_output
-                            and eval_run_result.agent_execution_output.result.error
-                        ):
-                            any_failed = True
-
-                        for result_dto in eval_run_result.evaluation_run_results:
-                            evaluator_averages[result_dto.evaluator_name] += (
-                                result_dto.result.score
-                            )
-                            evaluator_count[result_dto.evaluator_name] += 1
+                    # Check for failures
+                    any_failed = any(
+                        eval_run_result.agent_execution_output
+                        and eval_run_result.agent_execution_output.result.error
+                        for eval_run_result in results.evaluation_set_results
+                    )
 
-                    for eval_id in evaluator_averages:
-                        evaluator_averages[eval_id] = (
-                            evaluator_averages[eval_id] / evaluator_count[eval_id]
-                        )
+                    # Compute evaluator averages using each evaluator's reducer
+                    _, evaluator_averages = compute_evaluator_scores(
+                        results.evaluation_set_results,
+                        evaluators,
+                    )
 
                     # Configure span with output and metadata
                     await configure_eval_set_run_span(
@@ -412,8 +396,8 @@ async def execute(self) -> UiPathRuntimeResult:
                     )
 
                     # Collect triggers from all evaluation runs (pass-through from inner runtime)
-                    logger.info("=" * 80)
-                    logger.info(
+                    logger.debug("=" * 80)
+                    logger.debug(
                         "EVAL RUNTIME: Collecting triggers from all evaluation runs"
                     )
                     all_triggers = []
@@ -429,16 +413,16 @@ async def execute(self) -> UiPathRuntimeResult:
                                 all_triggers.extend(runtime_result.triggers)
 
                     if all_triggers:
-                        logger.info(
+                        logger.debug(
                             f"EVAL RUNTIME: ✅ Passing through {len(all_triggers)} trigger(s) to top-level result"
                         )
                         for i, trigger in enumerate(all_triggers, 1):
-                            logger.info(
+                            logger.debug(
                                 f"EVAL RUNTIME: Pass-through trigger {i}: {trigger.model_dump(by_alias=True)}"
                             )
                     else:
-                        logger.info("EVAL RUNTIME: No triggers to pass through")
-                    logger.info("=" * 80)
+                        logger.debug("EVAL RUNTIME: No triggers to pass through")
+                    logger.debug("=" * 80)
 
                     # Determine overall status - propagate status from inner runtime
                     # This is critical for serverless executor to know to save state and suspend job
@@ -454,7 +438,7 @@ async def execute(self) -> UiPathRuntimeResult:
                             )
                             if inner_status == UiPathRuntimeStatus.SUSPENDED:
                                 overall_status = UiPathRuntimeStatus.SUSPENDED
-                                logger.info(
+                                logger.debug(
                                     "EVAL RUNTIME: Propagating SUSPENDED status from inner runtime"
                                 )
                                 break  # SUSPENDED takes highest priority, stop checking
@@ -488,7 +472,7 @@ async def _execute_eval(
         self,
         eval_item: EvaluationItem,
         evaluators: list[GenericBaseEvaluator[Any, Any, Any]],
-    ) -> EvaluationRunResult:
+    ) -> UiPathEvalRunResult:
         execution_id = str(eval_item.id)
 
         tracer = self.trace_manager.tracer_provider.get_tracer(__name__)
@@ -517,7 +501,7 @@ async def _execute_eval(
         with span_context_manager as span:
             await self._save_span_context_for_resume(span, eval_item.id, "Evaluation")
 
-            evaluation_run_results = EvaluationRunResult(
+            evaluation_run_results = UiPathEvalRunResult(
                 evaluation_name=eval_item.name, evaluation_run_results=[]
             )
 
@@ -527,16 +511,6 @@ async def _execute_eval(
                     if eval_item.input_mocking_strategy:
                         eval_item = await self._generate_input_for_eval(eval_item)
 
-                    set_execution_context(
-                        MockingContext(
-                            strategy=eval_item.mocking_strategy,
-                            name=eval_item.name,
-                            inputs=eval_item.inputs,
-                        ),
-                        span_collector=self.span_collector,
-                        execution_id=execution_id,
-                    )
-
                     # Only create eval run entry if NOT resuming from a checkpoint
                     # When resuming, the entry already exists from the suspend phase
                     # The progress reporter will load the eval_run_id from persisted state
@@ -552,12 +526,18 @@ async def _execute_eval(
                         eval_item,
                         execution_id,
                         input_overrides=self.context.input_overrides,
+                        mocking_context=MockingContext(
+                            strategy=eval_item.mocking_strategy,
+                            name=eval_item.name,
+                            inputs=eval_item.inputs,
+                        ),
+                        eval_set_run_id=self.context.eval_set_run_id,
                     )
 
-                    logger.info(
+                    logger.debug(
                         f"DEBUG: Agent execution result status: {agent_execution_output.result.status}"
                     )
-                    logger.info(
+                    logger.debug(
                         f"DEBUG: Agent execution result trigger: {agent_execution_output.result.trigger}"
                     )
 
@@ -603,11 +583,11 @@ async def _execute_eval(
                 ):
                     # For suspended executions, we don't run evaluators yet
                     # The serverless executor should save the triggers and resume later
-                    logger.info("=" * 80)
-                    logger.info(
+                    logger.debug("=" * 80)
+                    logger.debug(
                         f"🔴 EVAL RUNTIME: DETECTED SUSPENSION for eval '{eval_item.name}' (id: {eval_item.id})"
                     )
-                    logger.info("EVAL RUNTIME: Agent returned SUSPENDED status")
+                    logger.debug("EVAL RUNTIME: Agent returned SUSPENDED status")
 
                     # Extract triggers from result
                     triggers = []
@@ -616,15 +596,15 @@ async def _execute_eval(
                     if agent_execution_output.result.triggers:
                         triggers.extend(agent_execution_output.result.triggers)
 
-                    logger.info(
+                    logger.debug(
                         f"EVAL RUNTIME: Extracted {len(triggers)} trigger(s) from suspended execution"
                     )
                     for i, trigger in enumerate(triggers, 1):
-                        logger.info(
+                        logger.debug(
                             f"EVAL RUNTIME: Trigger {i}: {trigger.model_dump(by_alias=True)}"
                         )
 
-                    logger.info("=" * 80)
+                    logger.debug("=" * 80)
 
                     # IMPORTANT: Always include execution output with triggers when suspended
                     # This ensures triggers are visible in the output JSON for serverless executor
@@ -638,7 +618,7 @@ async def _execute_eval(
                     # The evalRun should remain in IN_PROGRESS state until the agent completes
                     # and evaluators run. When the execution resumes, the evaluators will run
                     # and the evalRun will be properly updated with results.
-                    logger.info(
+                    logger.debug(
                         "EVAL RUNTIME: Skipping evalRun update - keeping status as IN_PROGRESS until resume"
                     )
 
@@ -660,6 +640,22 @@ async def _execute_eval(
                         continue
                     evaluation_criteria = eval_item.evaluation_criterias[evaluator.id]
 
+                    # Inject eval-level expectedOutput for output-based evaluators
+                    if eval_item.expected_output is not None and issubclass(
+                        evaluator.evaluation_criteria_type,
+                        OutputEvaluationCriteria,
+                    ):
+                        if evaluation_criteria is None:
+                            evaluation_criteria = {
+                                "expectedOutput": eval_item.expected_output
+                            }
+                        elif "expectedOutput" not in evaluation_criteria:
+                            evaluation_criteria = {
+                                **evaluation_criteria,
+                                "expectedOutput": eval_item.expected_output,
+                            }
+                        # else: per-evaluator expectedOutput takes precedence
+
                     evaluation_result = await self.run_evaluator(
                         evaluator=evaluator,
                         execution_output=agent_execution_output,
@@ -677,7 +673,7 @@ async def _execute_eval(
                     )
 
                     evaluation_run_results.evaluation_run_results.append(
-                        EvaluationRunResultDto(
+                        UiPathEvalRunResultDto(
                             evaluator_name=evaluator.name,
                             result=dto_result,
                             evaluator_id=evaluator.id,
@@ -726,7 +722,7 @@ async def _execute_eval(
 
                 for evaluator in evaluators:
                     evaluation_run_results.evaluation_run_results.append(
-                        EvaluationRunResultDto(
+                        UiPathEvalRunResultDto(
                             evaluator_name=evaluator.name,
                             evaluator_id=evaluator.id,
                             result=EvaluationResultDto(score=0),
@@ -760,9 +756,6 @@ async def _execute_eval(
                     eval_run_updated_event,
                     wait_for_completion=False,
                 )
-            finally:
-                clear_execution_context()
-
             # Configure span with output and metadata
             await configure_evaluation_span(
                 span=span,
@@ -812,7 +805,10 @@ async def execute_runtime(
         eval_item: EvaluationItem,
         execution_id: str,
         input_overrides: dict[str, Any] | None = None,
+        mocking_context: MockingContext | None = None,
+        eval_set_run_id: str | None = None,
     ) -> UiPathEvalRunExecutionOutput:
+        """Execute the runtime for a single evaluation item, with support for input overrides and capturing spans/logs for error handling."""
         log_handler = self._setup_execution_logging(execution_id)
         attributes: dict[str, Any] = {
             "evalId": eval_item.id,
@@ -831,8 +827,19 @@ async def execute_runtime(
                 entrypoint=self.context.entrypoint or "",
                 runtime_id=runtime_id,
             )
+
+            delegate = eval_runtime
+            if mocking_context:
+                delegate = UiPathMockRuntime(
+                    delegate=eval_runtime,
+                    mocking_context=mocking_context,
+                    span_collector=self.span_collector,
+                    execution_id=execution_id,
+                    eval_set_run_id=eval_set_run_id,
+                )
+
             execution_runtime = UiPathExecutionRuntime(
-                delegate=eval_runtime,
+                delegate=delegate,
                 trace_manager=self.trace_manager,
                 log_handler=log_handler,
                 execution_id=execution_id,
@@ -855,7 +862,7 @@ async def execute_runtime(
                 # 3. Build resume map: {interrupt_id: resume_data}
                 # 4. Pass this map to the delegate runtime
                 if self.context.resume:
-                    logger.info(f"Resuming evaluation {eval_item.id}")
+                    logger.debug(f"Resuming evaluation {eval_item.id}")
                     input = input_overrides if self.context.job_id is None else None
                 else:
                     input = inputs_with_overrides
@@ -869,7 +876,7 @@ async def execute_runtime(
 
                 # Log suspend status if applicable
                 if result.status == UiPathRuntimeStatus.SUSPENDED:
-                    logger.info(f"Evaluation {eval_item.id} suspended")
+                    logger.debug(f"Evaluation {eval_item.id} suspended")
 
             except Exception as e:
                 end_time = time()
@@ -888,6 +895,25 @@ async def execute_runtime(
             if result is None:
                 raise ValueError("Execution result cannot be None for eval runs")
 
+            # Persist spans across the suspend/resume process boundary.
+            # On resume: load spans saved during the initial (pre-suspend) run
+            # and prepend them so evaluators see the full execution trace.
+            if self.context.resume and self._storage is not None:
+                saved_spans = await load_execution_spans(
+                    self._storage, self.execution_id, eval_item.id
+                )
+                if saved_spans:
+                    spans = saved_spans + spans
+
+            # On suspend: save current spans so they're available after resume.
+            if (
+                result.status == UiPathRuntimeStatus.SUSPENDED
+                and self._storage is not None
+            ):
+                await save_execution_spans(
+                    self._storage, self.execution_id, eval_item.id, spans
+                )
+
             return UiPathEvalRunExecutionOutput(
                 execution_time=end_time - start_time,
                 spans=spans,
@@ -913,6 +939,7 @@ async def run_evaluator(
         *,
         evaluation_criteria: Any,
     ) -> EvaluationResult:
+        """Run a single evaluator against the execution output, with support for creating spans with appropriate attributes and handling evaluation criteria."""
         # Create span for evaluator execution
         # Use tracer from trace_manager's provider to ensure spans go through
         # the ExecutionSpanProcessor
@@ -1015,7 +1042,7 @@ async def _restore_parent_span(
                 trace_flags=TraceFlags(0x01),  # Sampled
             )
             parent_span = NonRecordingSpan(span_context)
-            logger.info(
+            logger.debug(
                 f"EVAL RUNTIME: Restored {span_type} span context for resume - "
                 f"trace_id={saved_context['trace_id']}, span_id={saved_context['span_id']}"
             )
@@ -1056,7 +1083,7 @@ async def _save_span_context_for_resume(
             },
         )
 
-        logger.info(
+        logger.debug(
             f"EVAL RUNTIME: Saved {span_type} span context for resume - "
             f"trace_id={trace_id_hex}, span_id={span_id_hex}"
         )
@@ -1137,10 +1164,6 @@ async def _get_saved_parent_span_context(
             )
             return None
 
-    async def cleanup(self) -> None:
-        """Cleanup runtime resources."""
-        pass
-
-    async def validate(self) -> None:
+    async def dispose(self) -> None:
         """Cleanup runtime resources."""
         pass
diff --git a/src/uipath/functions/__init__.py b/packages/uipath/src/uipath/functions/__init__.py
similarity index 100%
rename from src/uipath/functions/__init__.py
rename to packages/uipath/src/uipath/functions/__init__.py
diff --git a/src/uipath/functions/debug.py b/packages/uipath/src/uipath/functions/debug.py
similarity index 93%
rename from src/uipath/functions/debug.py
rename to packages/uipath/src/uipath/functions/debug.py
index 2e20b1d6c..a79835e3d 100644
--- a/src/uipath/functions/debug.py
+++ b/packages/uipath/src/uipath/functions/debug.py
@@ -36,7 +36,7 @@
     UiPathRuntimeResult,
     UiPathStreamOptions,
 )
-from uipath.runtime.events import UiPathRuntimeStateEvent
+from uipath.runtime.events import UiPathRuntimeStateEvent, UiPathRuntimeStatePhase
 from uipath.runtime.schema import UiPathRuntimeSchema
 
 logger = logging.getLogger(__name__)
@@ -222,6 +222,7 @@ def _trace_callback(self, frame: FrameType, event: str, arg: Any) -> Any:
                                 "line": frame.f_lineno,
                                 "function": frame.f_code.co_name,
                                 "locals": _capture_frame_locals(frame),
+                                "phase": "started",
                             },
                         )
                     )
@@ -281,6 +282,31 @@ def _trace_callback(self, frame: FrameType, event: str, arg: Any) -> Any:
                         return None
 
             elif event == "return":
+                # Emit a "completed" state event for tracked functions
+                if self._is_project_file(filepath) and self._is_tracked_function(
+                    filepath, frame.f_code.co_name
+                ):
+                    locals_snapshot = _capture_frame_locals(frame)
+                    if arg is not None:
+                        try:
+                            import json as _json
+
+                            _json.dumps(arg)
+                            locals_snapshot["__return__"] = arg
+                        except Exception:
+                            locals_snapshot["__return__"] = repr(arg)
+                    self._events.put(
+                        (
+                            "state",
+                            {
+                                "file": filepath,
+                                "line": frame.f_lineno,
+                                "function": frame.f_code.co_name,
+                                "locals": locals_snapshot,
+                                "phase": "completed",
+                            },
+                        )
+                    )
                 # Clean up per-frame tracking when the frame exits.
                 self._hit_lines.pop(id(frame), None)
 
@@ -512,10 +538,12 @@ async def _drain_events(self) -> AsyncGenerator[UiPathRuntimeEvent, None]:
     @staticmethod
     def _to_state_event(data: dict[str, Any]) -> UiPathRuntimeStateEvent:
         """Convert a trace state event into a UiPathRuntimeStateEvent."""
+        phase = UiPathRuntimeStatePhase(data.get("phase", "updated"))
         return UiPathRuntimeStateEvent(
             node_name=data["function"],
             qualified_node_name=_format_location(data["file"], data["line"]),
             payload=data["locals"],
+            phase=phase,
         )
 
     def _to_runtime_event(self, event_type: str, data: Any) -> UiPathRuntimeEvent:
diff --git a/src/uipath/functions/factory.py b/packages/uipath/src/uipath/functions/factory.py
similarity index 78%
rename from src/uipath/functions/factory.py
rename to packages/uipath/src/uipath/functions/factory.py
index 12a159986..2f9888469 100644
--- a/src/uipath/functions/factory.py
+++ b/packages/uipath/src/uipath/functions/factory.py
@@ -45,22 +45,18 @@ def _load_config(self) -> dict[str, Any]:
         return self._config
 
     def discover_entrypoints(self) -> list[str]:
-        """Discover all function entrypoints from uipath.json."""
+        """Discover all entrypoints (functions and agents) from uipath.json."""
         config = self._load_config()
-        return list(config.get("functions", {}).keys())
+        functions = list(config.get("functions", {}).keys())
+        agents = list(config.get("agents", {}).keys())
+        return functions + agents
 
     async def get_storage(self) -> UiPathRuntimeStorageProtocol | None:
         """Get storage protocol if any (placeholder for protocol compliance)."""
         return None
 
     async def get_settings(self) -> UiPathRuntimeFactorySettings | None:
-        """Get factory settings for coded functions.
-
-        Coded functions don't need span filtering - all spans are relevant
-        since developers have full control over instrumentation.
-
-        Low-code agents (LangGraph) need filtering due to framework overhead.
-        """
+        """Get factory settings for coded functions."""
         return None
 
     async def new_runtime(
@@ -77,15 +73,22 @@ def _create_runtime(self, entrypoint: str) -> UiPathRuntimeProtocol:
         """Create runtime instance from entrypoint specification."""
         config = self._load_config()
         functions = config.get("functions", {})
-
-        if entrypoint not in functions:
+        agents = config.get("agents", {})
+
+        # Check both functions and agents
+        if entrypoint in functions:
+            func_spec = functions[entrypoint]
+            entrypoint_type = "function"
+        elif entrypoint in agents:
+            func_spec = agents[entrypoint]
+            entrypoint_type = "agent"
+        else:
+            available = list(functions.keys()) + list(agents.keys())
             raise ValueError(
                 f"Entrypoint '{entrypoint}' not found in uipath.json. "
-                f"Available: {', '.join(functions.keys())}"
+                f"Available: {', '.join(available)}"
             )
 
-        func_spec = functions[entrypoint]
-
         if ":" not in func_spec:
             raise ValueError(
                 f"Invalid function specification: '{func_spec}'. "
@@ -98,7 +101,9 @@ def _create_runtime(self, entrypoint: str) -> UiPathRuntimeProtocol:
         if not full_path.exists():
             raise ValueError(f"File not found: {full_path}")
 
-        inner = UiPathFunctionsRuntime(str(full_path), function_name, entrypoint)
+        inner = UiPathFunctionsRuntime(
+            str(full_path), function_name, entrypoint, entrypoint_type
+        )
         return UiPathDebugFunctionsRuntime(
             delegate=inner,
             entrypoint_path=str(full_path),
diff --git a/src/uipath/functions/graph_builder.py b/packages/uipath/src/uipath/functions/graph_builder.py
similarity index 92%
rename from src/uipath/functions/graph_builder.py
rename to packages/uipath/src/uipath/functions/graph_builder.py
index 14dceb024..8638d698b 100644
--- a/src/uipath/functions/graph_builder.py
+++ b/packages/uipath/src/uipath/functions/graph_builder.py
@@ -205,27 +205,18 @@ def _extract_call_info(self, call_node: ast.Call) -> _CallSite | None:
         return None
 
     @staticmethod
-    def _first_body_line(
+    def _last_body_line(
         func_def: ast.FunctionDef | ast.AsyncFunctionDef,
     ) -> int:
-        """Return the line number of the first executable statement in the body.
+        """Return the line number of the last statement in the function body.
 
-        Skips leading docstrings so the resulting line sits *inside* the
-        function, not on the ``def`` line.  This matters for breakpoints:
-        a ``def`` line is a module-level statement executed during import,
-        whereas the first body line only fires when the function is called.
+        Using the last body line (rather than the first) means breakpoints
+        derived from graph-node IDs fire at the end of the function where
+        all local variables are visible for inspection.
         """
-        for stmt in func_def.body:
-            # Skip docstring (Expr wrapping a Constant string)
-            if (
-                isinstance(stmt, ast.Expr)
-                and isinstance(stmt.value, ast.Constant)
-                and isinstance(stmt.value.value, str)
-            ):
-                continue
-            return stmt.lineno
-        # Fallback: function has only a docstring (or is empty)
-        return func_def.body[0].lineno if func_def.body else func_def.lineno
+        if func_def.body:
+            return func_def.body[-1].lineno
+        return func_def.lineno
 
     def visit_function(self, abs_file: str, func_name: str, depth: int) -> str | None:
         """Process a function: create its node and recurse into its calls.
@@ -240,7 +231,7 @@ def visit_function(self, abs_file: str, func_name: str, depth: int) -> str | Non
         if func_def is None:
             return None
 
-        node_id = self._node_id(abs_file, self._first_body_line(func_def))
+        node_id = self._node_id(abs_file, self._last_body_line(func_def))
 
         # Add node even if already visited (we need the ID for edges)
         if node_id in self._visited:
diff --git a/src/uipath/functions/runtime.py b/packages/uipath/src/uipath/functions/runtime.py
similarity index 73%
rename from src/uipath/functions/runtime.py
rename to packages/uipath/src/uipath/functions/runtime.py
index 96c0330b1..3467d72b5 100644
--- a/src/uipath/functions/runtime.py
+++ b/packages/uipath/src/uipath/functions/runtime.py
@@ -19,9 +19,9 @@
 from uipath.runtime.errors import (
     UiPathErrorCategory,
     UiPathErrorCode,
-    UiPathErrorContract,
     UiPathRuntimeError,
 )
+from uipath.runtime.events import UiPathRuntimeStateEvent, UiPathRuntimeStatePhase
 from uipath.runtime.schema import UiPathRuntimeSchema, transform_attachments
 
 from .graph_builder import build_call_graph
@@ -38,11 +38,25 @@
 class UiPathFunctionsRuntime:
     """Runtime wrapper for a single Python function with full script executor compatibility."""
 
-    def __init__(self, file_path: str, function_name: str, entrypoint_name: str):
-        """Initialize the function runtime."""
+    def __init__(
+        self,
+        file_path: str,
+        function_name: str,
+        entrypoint_name: str,
+        entrypoint_type: str = "function",
+    ):
+        """Initialize the function runtime.
+
+        Args:
+            file_path: Path to the Python file containing the function
+            function_name: Name of the function to execute
+            entrypoint_name: Name of the entrypoint
+            entrypoint_type: Type of entrypoint - 'function' or 'agent'
+        """
         self.file_path = Path(file_path)
         self.function_name = function_name
         self.entrypoint_name = entrypoint_name
+        self.entrypoint_type = entrypoint_type
         self._function: Callable[..., Any] | None = None
         self._module: ModuleType | None = None
 
@@ -110,9 +124,16 @@ async def _execute_function(
             result = await func() if is_async else func()
             return convert_from_class(result) if result is not None else {}
 
-        # Get first parameter info
+        # Get first parameter info.
+        # Use get_type_hints() to resolve PEP 563 stringified annotations
+        # (from `from __future__ import annotations`).  inspect.signature()
+        # returns raw strings in that case, which breaks type detection.
         input_param = params[0]
-        input_type = input_param.annotation
+        try:
+            hints = get_type_hints(unwrapped)
+            input_type = hints.get(input_param.name, inspect.Parameter.empty)
+        except Exception:
+            input_type = input_param.annotation
 
         # Typed parameter (class, dataclass, or Pydantic)
         if input_type != inspect.Parameter.empty and (
@@ -146,25 +167,52 @@ async def execute(
         except UiPathRuntimeError:
             raise
         except Exception as e:
-            logger.exception(f"Function execution failed: {e}")
-            return UiPathRuntimeResult(
-                output=None,
-                status=UiPathRuntimeStatus.FAULTED,
-                error=UiPathErrorContract(
-                    code=UiPathErrorCode.FUNCTION_EXECUTION_ERROR,
-                    category=UiPathErrorCategory.USER,
-                    title=f"Function execution failed: {self.function_name}",
-                    detail=str(e),
-                ),
-            )
+            raise UiPathRuntimeError(
+                UiPathErrorCode.FUNCTION_EXECUTION_ERROR,
+                f"Function execution failed: {self.function_name}",
+                str(e),
+                UiPathErrorCategory.USER,
+            ) from e
 
     async def stream(
         self,
         input: dict[str, Any] | None = None,
         options: UiPathExecuteOptions | None = None,
     ) -> AsyncGenerator[UiPathRuntimeEvent, None]:
-        """Stream execution results (functions don't support streaming, returns single result)."""
-        result = await self.execute(input, options)
+        """Stream execution results with lifecycle phase events.
+
+        Yields STARTED → COMPLETED/FAULTED → result so consumers can
+        observe the execution lifecycle.
+        """
+        yield UiPathRuntimeStateEvent(
+            node_name=self.function_name,
+            phase=UiPathRuntimeStatePhase.STARTED,
+            payload=input or {},
+        )
+
+        try:
+            result = await self.execute(input, options)
+        except UiPathRuntimeError as e:
+            yield UiPathRuntimeStateEvent(
+                node_name=self.function_name,
+                phase=UiPathRuntimeStatePhase.FAULTED,
+                payload={"error": str(e)},
+            )
+            raise
+
+        output = result.output
+        if output is None:
+            completed_payload: dict[str, Any] = {}
+        elif isinstance(output, dict):
+            completed_payload = output
+        else:
+            completed_payload = {"output": str(output)}
+        yield UiPathRuntimeStateEvent(
+            node_name=self.function_name,
+            phase=UiPathRuntimeStatePhase.COMPLETED,
+            payload=completed_payload,
+        )
+
         yield result
 
     async def get_schema(self) -> UiPathRuntimeSchema:
@@ -208,7 +256,7 @@ async def get_schema(self) -> UiPathRuntimeSchema:
         return UiPathRuntimeSchema(
             filePath=self.entrypoint_name,
             uniqueId=str(uuid.uuid4()),
-            type="agent",
+            type=self.entrypoint_type,
             input=input_schema,
             output=output_schema,
             graph=graph,
diff --git a/src/uipath/functions/schema_gen.py b/packages/uipath/src/uipath/functions/schema_gen.py
similarity index 99%
rename from src/uipath/functions/schema_gen.py
rename to packages/uipath/src/uipath/functions/schema_gen.py
index 93ee0bd95..614626f1c 100644
--- a/src/uipath/functions/schema_gen.py
+++ b/packages/uipath/src/uipath/functions/schema_gen.py
@@ -7,6 +7,7 @@
 from typing import Any, Union, get_args, get_origin
 
 from pydantic import BaseModel
+
 from uipath.runtime.schema import transform_nullable_types, transform_references
 
 SPECIAL_TYPES_MAP: dict[str, Any] = {
diff --git a/src/uipath/functions/type_conversion.py b/packages/uipath/src/uipath/functions/type_conversion.py
similarity index 100%
rename from src/uipath/functions/type_conversion.py
rename to packages/uipath/src/uipath/functions/type_conversion.py
diff --git a/tests/functions/__init__.py b/packages/uipath/src/uipath/py.typed
similarity index 100%
rename from tests/functions/__init__.py
rename to packages/uipath/src/uipath/py.typed
diff --git a/src/uipath/telemetry/__init__.py b/packages/uipath/src/uipath/telemetry/__init__.py
similarity index 100%
rename from src/uipath/telemetry/__init__.py
rename to packages/uipath/src/uipath/telemetry/__init__.py
diff --git a/src/uipath/telemetry/_constants.py b/packages/uipath/src/uipath/telemetry/_constants.py
similarity index 100%
rename from src/uipath/telemetry/_constants.py
rename to packages/uipath/src/uipath/telemetry/_constants.py
diff --git a/src/uipath/telemetry/_track.py b/packages/uipath/src/uipath/telemetry/_track.py
similarity index 60%
rename from src/uipath/telemetry/_track.py
rename to packages/uipath/src/uipath/telemetry/_track.py
index 926fb7dc5..64742b318 100644
--- a/src/uipath/telemetry/_track.py
+++ b/packages/uipath/src/uipath/telemetry/_track.py
@@ -1,3 +1,4 @@
+import atexit
 import json
 import os
 from functools import wraps
@@ -24,6 +25,7 @@
     _CODE_FILEPATH,
     _CODE_FUNCTION,
     _CODE_LINENO,
+    _CONNECTION_STRING,
     _OTEL_RESOURCE_ATTRIBUTES,
     _PROJECT_KEY,
     _SDK_VERSION,
@@ -39,29 +41,47 @@
     from applicationinsights import (  # type: ignore[import-untyped]
         TelemetryClient as AppInsightsTelemetryClient,
     )
+    from applicationinsights.channel import (  # type: ignore[import-untyped]
+        SynchronousQueue,
+        SynchronousSender,
+        TelemetryChannel,
+    )
 
     _HAS_APPINSIGHTS = True
 except ImportError:
     _HAS_APPINSIGHTS = False
     AppInsightsTelemetryClient = None
+    SynchronousSender = None
+    SynchronousQueue = None
+    TelemetryChannel = None
 
 
-def _parse_connection_string(connection_string: str) -> Optional[str]:
-    """Parse Azure Application Insights connection string to get instrumentation key.
+def _parse_connection_string(
+    connection_string: str,
+) -> Optional[Dict[str, str]]:
+    """Parse Azure Application Insights connection string.
 
     Args:
         connection_string: The full connection string from Azure.
 
     Returns:
-        The instrumentation key if found, None otherwise.
+        Dict with 'InstrumentationKey' and optionally 'IngestionEndpoint',
+        or None if InstrumentationKey is not found.
     """
     try:
-        parts = {}
+        parts: Dict[str, str] = {}
         for part in connection_string.split(";"):
             if "=" in part:
                 key, value = part.split("=", 1)
                 parts[key] = value
-        return parts.get("InstrumentationKey")
+        ikey = parts.get("InstrumentationKey")
+        if not ikey:
+            return None
+        result: Dict[str, str] = {"InstrumentationKey": ikey}
+        ingestion = parts.get("IngestionEndpoint")
+        if ingestion:
+            result["IngestionEndpoint"] = ingestion
+        return result
     except Exception:
         return None
 
@@ -70,6 +90,20 @@ def _parse_connection_string(connection_string: str) -> Optional[str]:
 _logger.propagate = False
 
 
+def _get_connection_string() -> str | None:
+    """Get the Application Insights connection string.
+
+    Checks the TELEMETRY_CONNECTION_STRING env var first, then falls back
+    to the _CONNECTION_STRING constant.
+    """
+    env_value = os.getenv("TELEMETRY_CONNECTION_STRING")
+    if env_value:
+        return env_value
+    if _CONNECTION_STRING and _CONNECTION_STRING != "$CONNECTION_STRING":
+        return _CONNECTION_STRING
+    return None
+
+
 def _get_project_key() -> str:
     """Get project key from telemetry file if present.
 
@@ -120,6 +154,59 @@ def _get_attributes(record: LogRecord) -> Mapping[str, AnyValue]:
         return attributes
 
 
+class _DiagnosticSender(SynchronousSender):
+    """SynchronousSender that logs HTTP failures the base SDK silently discards."""
+
+    def send(self, data_to_send: Any) -> None:
+        """Send telemetry data with diagnostic logging.
+
+        The base SDK silently discards HTTP 400 responses and swallows all
+        other network errors. This override adds WARNING-level logs so
+        silent data loss becomes visible in logs.
+        """
+        import json as _json
+
+        try:
+            import urllib.request as HTTPClient
+            from urllib.error import HTTPError
+        except ImportError:
+            super().send(data_to_send)
+            return
+
+        request_payload = _json.dumps([a.write() for a in data_to_send])
+        request = HTTPClient.Request(
+            self._service_endpoint_uri,
+            bytearray(request_payload, "utf-8"),
+            {
+                "Accept": "application/json",
+                "Content-Type": "application/json; charset=utf-8",
+            },
+        )
+        try:
+            response = HTTPClient.urlopen(request, timeout=self._timeout)
+            status_code = response.getcode()
+            if 200 <= status_code < 300:
+                return
+        except HTTPError as e:
+            if e.getcode() == 400:
+                _logger.warning(
+                    "AppInsights send: HTTP 400 — payload rejected (%d items discarded)",
+                    len(data_to_send),
+                )
+                return
+            _logger.warning(
+                "AppInsights send: HTTP %d (%d items re-queued)",
+                e.getcode(),
+                len(data_to_send),
+            )
+        except Exception as e:
+            _logger.warning("AppInsights send: %s (%s)", type(e).__name__, e)
+
+        # Re-queue unsent data
+        for data in data_to_send:
+            self._queue.put(data)
+
+
 class _AppInsightsEventClient:
     """Application Insights SDK client for sending custom events.
 
@@ -129,6 +216,7 @@ class _AppInsightsEventClient:
 
     _initialized = False
     _client: Optional[Any] = None
+    _atexit_registered = False
 
     @staticmethod
     def _initialize() -> None:
@@ -146,24 +234,38 @@ def _initialize() -> None:
         if not _HAS_APPINSIGHTS:
             return
 
-        connection_string = os.getenv("TELEMETRY_CONNECTION_STRING")
+        connection_string = _get_connection_string()
         if not connection_string:
             return
 
         try:
-            instrumentation_key = _parse_connection_string(connection_string)
-            if not instrumentation_key:
+            parsed = _parse_connection_string(connection_string)
+            if not parsed:
                 return
 
+            instrumentation_key = parsed["InstrumentationKey"]
+            ingestion_endpoint = parsed.get("IngestionEndpoint")
+
+            # Build custom channel: DiagnosticSender → SynchronousQueue → TelemetryChannel
+            if ingestion_endpoint:
+                endpoint_url = ingestion_endpoint.rstrip("/") + "/v2/track"
+            else:
+                endpoint_url = None  # SDK default
+
+            sender = _DiagnosticSender(service_endpoint_uri=endpoint_url)
+            queue = SynchronousQueue(sender)
+            channel = TelemetryChannel(queue=queue)
+
             _AppInsightsEventClient._client = AppInsightsTelemetryClient(
-                instrumentation_key
+                instrumentation_key, telemetry_channel=channel
             )
 
             # Set application version
             _AppInsightsEventClient._client.context.application.ver = version("uipath")
-        except Exception:
-            # Silently fail - telemetry should never break the main application
-            pass
+        except Exception as e:
+            # Log but don't raise - telemetry should never break the main application
+            _logger.warning(f"Failed to initialize Application Insights client: {e}")
+            _logger.debug("Application Insights initialization error", exc_info=True)
 
     @staticmethod
     def track_event(
@@ -193,9 +295,10 @@ def track_event(
             )
             # Note: We don't flush after every event to avoid blocking.
             # Events will be sent in batches by the SDK.
-        except Exception:
-            # Telemetry should never break the main application
-            pass
+        except Exception as e:
+            # Log but don't raise - telemetry should never break the main application
+            _logger.warning(f"Failed to track event '{name}': {e}")
+            _logger.debug(f"Event tracking error for '{name}'", exc_info=True)
 
     @staticmethod
     def flush() -> None:
@@ -203,8 +306,29 @@ def flush() -> None:
         if _AppInsightsEventClient._client:
             try:
                 _AppInsightsEventClient._client.flush()
-            except Exception:
-                pass
+                # Check if items remain after flush (indicates send failure)
+                try:
+                    remaining = (
+                        _AppInsightsEventClient._client.channel.queue._queue.qsize()
+                    )
+                    if remaining > 0:
+                        _logger.warning(
+                            "AppInsights flush: %d items still in queue after flush",
+                            remaining,
+                        )
+                except Exception:
+                    pass
+            except Exception as e:
+                # Log but don't raise - telemetry should never break the main application
+                _logger.warning(f"Failed to flush telemetry events: {e}")
+                _logger.debug("Telemetry flush error", exc_info=True)
+
+    @staticmethod
+    def register_atexit_flush() -> None:
+        """Register an atexit handler to flush events on process exit."""
+        if not _AppInsightsEventClient._atexit_registered:
+            atexit.register(_AppInsightsEventClient.flush)
+            _AppInsightsEventClient._atexit_registered = True
 
 
 class _TelemetryClient:
@@ -238,8 +362,10 @@ def _initialize():
             _logger.setLevel(INFO)
 
             _TelemetryClient._initialized = True
-        except Exception:
-            pass
+        except Exception as e:
+            # Log but don't raise - telemetry should never break the main application
+            _logger.warning(f"Failed to initialize telemetry client: {e}")
+            _logger.debug("Telemetry initialization error", exc_info=True)
 
     @staticmethod
     def _track_method(name: str, attrs: Optional[Dict[str, Any]] = None):
@@ -278,9 +404,14 @@ def track_event(
 
         try:
             _AppInsightsEventClient.track_event(name, properties)
-        except Exception:
-            # Telemetry should never break the main application
-            pass
+            # Safety net: register atexit flush so events are sent even if
+            # the caller never explicitly flushes (e.g. serverless containers).
+            # Idempotent — only registers once.
+            _AppInsightsEventClient.register_atexit_flush()
+        except Exception as e:
+            # Log but don't raise - telemetry should never break the main application
+            _logger.warning(f"Failed to track event '{name}': {e}")
+            _logger.debug(f"Event tracking error for '{name}'", exc_info=True)
 
 
 def track_event(
@@ -325,6 +456,23 @@ def flush_events() -> None:
     _AppInsightsEventClient.flush()
 
 
+def track_cli_event(
+    name: str,
+    properties: Optional[Dict[str, Any]] = None,
+) -> None:
+    """Track a CLI event.
+
+    Buffers the event and registers an atexit handler to flush pending events on process exit.
+    """
+    if not _TelemetryClient._is_enabled():
+        return
+    try:
+        _AppInsightsEventClient.track_event(name, properties)
+        _AppInsightsEventClient.register_atexit_flush()
+    except Exception:
+        pass
+
+
 def track(
     name_or_func: Optional[Union[str, Callable[..., Any]]] = None,
     *,
diff --git a/src/uipath/tracing/__init__.py b/packages/uipath/src/uipath/tracing/__init__.py
similarity index 79%
rename from src/uipath/tracing/__init__.py
rename to packages/uipath/src/uipath/tracing/__init__.py
index 46c71a23e..aaef6328c 100644
--- a/src/uipath/tracing/__init__.py
+++ b/packages/uipath/src/uipath/tracing/__init__.py
@@ -1,6 +1,11 @@
 """Tracing utilities and OpenTelemetry exporters."""
 
 from uipath.core import traced
+from uipath.platform.common._span_utils import (
+    AttachmentDirection,
+    AttachmentProvider,
+    SpanAttachment,
+)
 
 from ._live_tracking_processor import LiveTrackingSpanProcessor
 from ._otel_exporters import (  # noqa: D104
@@ -8,7 +13,6 @@
     LlmOpsHttpExporter,
     SpanStatus,
 )
-from ._utils import AttachmentDirection, AttachmentProvider, SpanAttachment
 
 __all__ = [
     "traced",
@@ -16,7 +20,7 @@
     "JsonLinesFileExporter",
     "LiveTrackingSpanProcessor",
     "SpanStatus",
-    "SpanAttachment",
-    "AttachmentProvider",
     "AttachmentDirection",
+    "AttachmentProvider",
+    "SpanAttachment",
 ]
diff --git a/src/uipath/tracing/_live_tracking_processor.py b/packages/uipath/src/uipath/tracing/_live_tracking_processor.py
similarity index 100%
rename from src/uipath/tracing/_live_tracking_processor.py
rename to packages/uipath/src/uipath/tracing/_live_tracking_processor.py
index 6ca3cb307..85bcca1ba 100644
--- a/src/uipath/tracing/_live_tracking_processor.py
+++ b/packages/uipath/src/uipath/tracing/_live_tracking_processor.py
@@ -3,8 +3,8 @@
 
 from opentelemetry import context as context_api
 from opentelemetry.sdk.trace import ReadableSpan, Span, SpanProcessor
-from uipath.core.tracing import UiPathTraceSettings
 
+from uipath.core.tracing import UiPathTraceSettings
 from uipath.tracing._otel_exporters import LlmOpsHttpExporter, SpanStatus
 
 logger = logging.getLogger(__name__)
diff --git a/src/uipath/tracing/_otel_exporters.py b/packages/uipath/src/uipath/tracing/_otel_exporters.py
similarity index 94%
rename from src/uipath/tracing/_otel_exporters.py
rename to packages/uipath/src/uipath/tracing/_otel_exporters.py
index 02fe8cdb0..fc81b4d4a 100644
--- a/src/uipath/tracing/_otel_exporters.py
+++ b/packages/uipath/src/uipath/tracing/_otel_exporters.py
@@ -12,11 +12,16 @@
 )
 
 from uipath._utils._ssl_context import get_httpx_client_kwargs
-
-from ._utils import _SpanUtils
+from uipath.platform.common import _SpanUtils
 
 logger = logging.getLogger(__name__)
 
+_NIL_UUID = "00000000-0000-0000-0000-000000000000"
+
+
+def _normalize_process_key(value: Optional[str]) -> Optional[str]:
+    return None if not value or value == _NIL_UUID else value
+
 
 class SpanStatus:
     """Span status values matching LLMOps StatusEnum."""
@@ -117,11 +122,19 @@ def __init__(
         super().__init__()
         self.base_url = self._get_base_url()
         self.auth_token = os.environ.get("UIPATH_ACCESS_TOKEN")
-        self.headers = {
+        self.headers: dict[str, str] = {
             "Content-Type": "application/json",
             "Authorization": f"Bearer {self.auth_token}",
         }
 
+        if os.environ.get("UIPATH_TRACE_BASE_URL"):
+            self.headers["X-UiPath-Internal-TenantId"] = os.environ.get(
+                "UIPATH_TENANT_ID", ""
+            )
+            self.headers["X-UiPath-Internal-AccountId"] = os.environ.get(
+                "UIPATH_ORGANIZATION_ID", ""
+            )
+
         client_kwargs = get_httpx_client_kwargs()
 
         self.http_client = httpx.Client(**client_kwargs, headers=self.headers)
@@ -150,6 +163,10 @@ def export(self, spans: Sequence[ReadableSpan]) -> SpanExportResult:
 
         # Process spans in-place - work directly with dict
         for span_data in span_list:
+            if "ProcessKey" in span_data:
+                span_data["ProcessKey"] = _normalize_process_key(
+                    span_data["ProcessKey"]
+                )
             self._process_span_attributes(span_data)
 
         # Serialize attributes once at the very end
@@ -190,6 +207,8 @@ def upsert_span(
 
         url = self._build_url([span_data])
 
+        if "ProcessKey" in span_data:
+            span_data["ProcessKey"] = _normalize_process_key(span_data["ProcessKey"])
         self._process_span_attributes(span_data)
 
         # Apply status override after processing (which may set status from error)
diff --git a/packages/uipath/src/uipath/tracing/_utils.py b/packages/uipath/src/uipath/tracing/_utils.py
new file mode 100644
index 000000000..679f92530
--- /dev/null
+++ b/packages/uipath/src/uipath/tracing/_utils.py
@@ -0,0 +1,17 @@
+"""Re-export from uipath.platform.common for backward compatibility."""
+
+from uipath.platform.common._span_utils import (
+    AttachmentDirection,
+    AttachmentProvider,
+    SpanAttachment,
+    UiPathSpan,
+    _SpanUtils,
+)
+
+__all__ = [
+    "AttachmentDirection",
+    "AttachmentProvider",
+    "SpanAttachment",
+    "UiPathSpan",
+    "_SpanUtils",
+]
diff --git a/packages/uipath/src/uipath/utils/__init__.py b/packages/uipath/src/uipath/utils/__init__.py
new file mode 100644
index 000000000..fd041ad1e
--- /dev/null
+++ b/packages/uipath/src/uipath/utils/__init__.py
@@ -0,0 +1,7 @@
+"""Re-export from uipath.platform for backward compatibility."""
+
+from uipath.platform.common._endpoints_manager import EndpointManager  # noqa: D104
+
+__all__ = [
+    "EndpointManager",
+]
diff --git a/testcases/apicalls-testcase/main.py b/packages/uipath/testcases/apicalls-testcase/main.py
similarity index 100%
rename from testcases/apicalls-testcase/main.py
rename to packages/uipath/testcases/apicalls-testcase/main.py
diff --git a/testcases/apicalls-testcase/pyproject.toml b/packages/uipath/testcases/apicalls-testcase/pyproject.toml
similarity index 100%
rename from testcases/apicalls-testcase/pyproject.toml
rename to packages/uipath/testcases/apicalls-testcase/pyproject.toml
diff --git a/testcases/apicalls-testcase/run.sh b/packages/uipath/testcases/apicalls-testcase/run.sh
similarity index 100%
rename from testcases/apicalls-testcase/run.sh
rename to packages/uipath/testcases/apicalls-testcase/run.sh
diff --git a/testcases/apicalls-testcase/src/assert.py b/packages/uipath/testcases/apicalls-testcase/src/assert.py
similarity index 100%
rename from testcases/apicalls-testcase/src/assert.py
rename to packages/uipath/testcases/apicalls-testcase/src/assert.py
diff --git a/testcases/apicalls-testcase/uipath.json b/packages/uipath/testcases/apicalls-testcase/uipath.json
similarity index 100%
rename from testcases/apicalls-testcase/uipath.json
rename to packages/uipath/testcases/apicalls-testcase/uipath.json
diff --git a/testcases/basic-testcase/main.py b/packages/uipath/testcases/basic-testcase/main.py
similarity index 100%
rename from testcases/basic-testcase/main.py
rename to packages/uipath/testcases/basic-testcase/main.py
diff --git a/testcases/basic-testcase/pyproject.toml b/packages/uipath/testcases/basic-testcase/pyproject.toml
similarity index 100%
rename from testcases/basic-testcase/pyproject.toml
rename to packages/uipath/testcases/basic-testcase/pyproject.toml
diff --git a/testcases/basic-testcase/run.sh b/packages/uipath/testcases/basic-testcase/run.sh
similarity index 100%
rename from testcases/basic-testcase/run.sh
rename to packages/uipath/testcases/basic-testcase/run.sh
diff --git a/testcases/basic-testcase/src/assert.py b/packages/uipath/testcases/basic-testcase/src/assert.py
similarity index 100%
rename from testcases/basic-testcase/src/assert.py
rename to packages/uipath/testcases/basic-testcase/src/assert.py
diff --git a/testcases/basic-testcase/uipath.json b/packages/uipath/testcases/basic-testcase/uipath.json
similarity index 100%
rename from testcases/basic-testcase/uipath.json
rename to packages/uipath/testcases/basic-testcase/uipath.json
diff --git a/testcases/calculator-crash-evals/pyproject.toml b/packages/uipath/testcases/calculator-crash-evals/pyproject.toml
similarity index 100%
rename from testcases/calculator-crash-evals/pyproject.toml
rename to packages/uipath/testcases/calculator-crash-evals/pyproject.toml
diff --git a/testcases/calculator-crash-evals/run.sh b/packages/uipath/testcases/calculator-crash-evals/run.sh
similarity index 100%
rename from testcases/calculator-crash-evals/run.sh
rename to packages/uipath/testcases/calculator-crash-evals/run.sh
diff --git a/testcases/calculator-crash-evals/src/assert.py b/packages/uipath/testcases/calculator-crash-evals/src/assert.py
similarity index 100%
rename from testcases/calculator-crash-evals/src/assert.py
rename to packages/uipath/testcases/calculator-crash-evals/src/assert.py
diff --git a/testcases/calculator-crash-evals/uipath.json b/packages/uipath/testcases/calculator-crash-evals/uipath.json
similarity index 100%
rename from testcases/calculator-crash-evals/uipath.json
rename to packages/uipath/testcases/calculator-crash-evals/uipath.json
diff --git a/testcases/calculator-evals/pyproject.toml b/packages/uipath/testcases/calculator-evals/pyproject.toml
similarity index 100%
rename from testcases/calculator-evals/pyproject.toml
rename to packages/uipath/testcases/calculator-evals/pyproject.toml
diff --git a/testcases/calculator-evals/run.sh b/packages/uipath/testcases/calculator-evals/run.sh
similarity index 100%
rename from testcases/calculator-evals/run.sh
rename to packages/uipath/testcases/calculator-evals/run.sh
diff --git a/testcases/calculator-evals/src/assert.py b/packages/uipath/testcases/calculator-evals/src/assert.py
similarity index 100%
rename from testcases/calculator-evals/src/assert.py
rename to packages/uipath/testcases/calculator-evals/src/assert.py
diff --git a/testcases/calculator-evals/uipath.json b/packages/uipath/testcases/calculator-evals/uipath.json
similarity index 100%
rename from testcases/calculator-evals/uipath.json
rename to packages/uipath/testcases/calculator-evals/uipath.json
diff --git a/testcases/common/trace_assert.py b/packages/uipath/testcases/common/trace_assert.py
similarity index 100%
rename from testcases/common/trace_assert.py
rename to packages/uipath/testcases/common/trace_assert.py
diff --git a/testcases/common/validate_output.sh b/packages/uipath/testcases/common/validate_output.sh
similarity index 100%
rename from testcases/common/validate_output.sh
rename to packages/uipath/testcases/common/validate_output.sh
diff --git a/testcases/csv-processor-evals/pyproject.toml b/packages/uipath/testcases/csv-processor-evals/pyproject.toml
similarity index 100%
rename from testcases/csv-processor-evals/pyproject.toml
rename to packages/uipath/testcases/csv-processor-evals/pyproject.toml
diff --git a/testcases/csv-processor-evals/run.sh b/packages/uipath/testcases/csv-processor-evals/run.sh
similarity index 100%
rename from testcases/csv-processor-evals/run.sh
rename to packages/uipath/testcases/csv-processor-evals/run.sh
diff --git a/testcases/csv-processor-evals/src/assert.py b/packages/uipath/testcases/csv-processor-evals/src/assert.py
similarity index 100%
rename from testcases/csv-processor-evals/src/assert.py
rename to packages/uipath/testcases/csv-processor-evals/src/assert.py
diff --git a/testcases/csv-processor-evals/uipath.json b/packages/uipath/testcases/csv-processor-evals/uipath.json
similarity index 100%
rename from testcases/csv-processor-evals/uipath.json
rename to packages/uipath/testcases/csv-processor-evals/uipath.json
diff --git a/testcases/eval-input-overrides/entry-points.json b/packages/uipath/testcases/eval-input-overrides/entry-points.json
similarity index 100%
rename from testcases/eval-input-overrides/entry-points.json
rename to packages/uipath/testcases/eval-input-overrides/entry-points.json
diff --git a/testcases/eval-input-overrides/pyproject.toml b/packages/uipath/testcases/eval-input-overrides/pyproject.toml
similarity index 100%
rename from testcases/eval-input-overrides/pyproject.toml
rename to packages/uipath/testcases/eval-input-overrides/pyproject.toml
diff --git a/testcases/eval-input-overrides/run.sh b/packages/uipath/testcases/eval-input-overrides/run.sh
similarity index 100%
rename from testcases/eval-input-overrides/run.sh
rename to packages/uipath/testcases/eval-input-overrides/run.sh
diff --git a/testcases/eval-input-overrides/src/assert.py b/packages/uipath/testcases/eval-input-overrides/src/assert.py
similarity index 100%
rename from testcases/eval-input-overrides/src/assert.py
rename to packages/uipath/testcases/eval-input-overrides/src/assert.py
diff --git a/testcases/eval-input-overrides/src/input-overrides-eval-set.json b/packages/uipath/testcases/eval-input-overrides/src/input-overrides-eval-set.json
similarity index 100%
rename from testcases/eval-input-overrides/src/input-overrides-eval-set.json
rename to packages/uipath/testcases/eval-input-overrides/src/input-overrides-eval-set.json
diff --git a/testcases/eval-input-overrides/src/input-overrides.json b/packages/uipath/testcases/eval-input-overrides/src/input-overrides.json
similarity index 100%
rename from testcases/eval-input-overrides/src/input-overrides.json
rename to packages/uipath/testcases/eval-input-overrides/src/input-overrides.json
diff --git a/testcases/eval-input-overrides/uipath.json b/packages/uipath/testcases/eval-input-overrides/uipath.json
similarity index 100%
rename from testcases/eval-input-overrides/uipath.json
rename to packages/uipath/testcases/eval-input-overrides/uipath.json
diff --git a/packages/uipath/testcases/eval-level-expected-output/pyproject.toml b/packages/uipath/testcases/eval-level-expected-output/pyproject.toml
new file mode 100644
index 000000000..73286e014
--- /dev/null
+++ b/packages/uipath/testcases/eval-level-expected-output/pyproject.toml
@@ -0,0 +1,12 @@
+[project]
+name = "eval-level-expected-output"
+version = "0.0.1"
+description = "Tests for evaluation-level expectedOutput on EvaluationItem"
+authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
+dependencies = [
+    "uipath",
+]
+requires-python = ">=3.11"
+
+[tool.uv.sources]
+uipath = { path = "../../", editable = true }
diff --git a/packages/uipath/testcases/eval-level-expected-output/run.sh b/packages/uipath/testcases/eval-level-expected-output/run.sh
new file mode 100644
index 000000000..e62959d23
--- /dev/null
+++ b/packages/uipath/testcases/eval-level-expected-output/run.sh
@@ -0,0 +1,16 @@
+#!/bin/bash
+set -e
+
+echo "Syncing dependencies..."
+uv sync
+
+echo "Authenticating with UiPath..."
+uv run uipath auth --client-id="$CLIENT_ID" --client-secret="$CLIENT_SECRET" --base-url="$BASE_URL"
+
+echo "Running eval-level expectedOutput evaluations (deterministic evaluators)..."
+uv run uipath eval main ../../samples/calculator/evaluations/eval-sets/eval-level-expected-output.json --no-report --output-file eval-level-expected-output.json
+
+echo "Running eval-level expectedOutput evaluations (LLM judge)..."
+uv run uipath eval main ../../samples/calculator/evaluations/eval-sets/eval-level-expected-output-llm-judge.json --no-report --output-file eval-level-expected-output-llm-judge.json
+
+echo "Test completed successfully!"
diff --git a/packages/uipath/testcases/eval-level-expected-output/src/assert.py b/packages/uipath/testcases/eval-level-expected-output/src/assert.py
new file mode 100644
index 000000000..0ce7af9f1
--- /dev/null
+++ b/packages/uipath/testcases/eval-level-expected-output/src/assert.py
@@ -0,0 +1,148 @@
+"""Assertions for eval-level-expected-output testcase.
+
+Validates that evaluation-level expectedOutput is correctly injected
+into output-based evaluators (ExactMatch, JsonSimilarity, LLMJudge)
+while non-output evaluators (Contains) remain unaffected.
+"""
+
+import json
+import os
+
+# Evaluators expected in the deterministic eval set
+DETERMINISTIC_EVALUATORS = {
+    "ExactMatchEvaluator",
+    "JsonSimilarityEvaluator",
+    "ContainsEvaluator",
+}
+
+# Evaluators expected in the LLM judge eval set
+LLM_JUDGE_EVALUATORS = {
+    "ExactMatchEvaluator",
+    "LLMJudgeOutputEvaluator",
+}
+
+# Evaluations in the deterministic eval set
+DETERMINISTIC_EVALUATIONS = {
+    "Eval-level expectedOutput with null criteria (addition)",
+    "Eval-level expectedOutput with null criteria (multiplication)",
+    "Per-evaluator expectedOutput overrides eval-level",
+    "Mixed: some evaluators null, some explicit",
+}
+
+# Evaluations in the LLM judge eval set
+LLM_JUDGE_EVALUATIONS = {
+    "LLM Judge uses eval-level expectedOutput (addition)",
+    "LLM Judge uses eval-level expectedOutput (multiplication)",
+}
+
+
+def validate_output_file(
+    output_file: str,
+    expected_evaluations: set[str],
+    expected_evaluators: set[str],
+    min_score: float = 0.99,
+) -> None:
+    """Validate an evaluation output file.
+
+    Args:
+        output_file: Path to the evaluation output JSON file.
+        expected_evaluations: Set of evaluation names to expect.
+        expected_evaluators: Set of evaluator IDs/names to expect.
+        min_score: Minimum acceptable score for all evaluators.
+    """
+    assert os.path.isfile(output_file), f"Output file '{output_file}' not found"
+    print(f"  Found output file: {output_file}")
+
+    with open(output_file, "r", encoding="utf-8") as f:
+        output_data = json.load(f)
+
+    assert "evaluationSetResults" in output_data, "Missing 'evaluationSetResults'"
+
+    evaluation_results = output_data["evaluationSetResults"]
+    assert len(evaluation_results) > 0, "No evaluation results found"
+    print(f"  Found {len(evaluation_results)} evaluation result(s)")
+
+    failed_count = 0
+    seen_evaluations: set[str] = set()
+    seen_evaluators: set[str] = set()
+
+    for eval_result in evaluation_results:
+        eval_name = eval_result.get("evaluationName", "Unknown")
+        seen_evaluations.add(eval_name)
+        print(f"\n  Validating: {eval_name}")
+
+        eval_run_results = eval_result.get("evaluationRunResults", [])
+        assert len(eval_run_results) > 0, f"No run results for '{eval_name}'"
+
+        for eval_run in eval_run_results:
+            evaluator_id = eval_run.get("evaluatorId", "Unknown")
+            evaluator_name = eval_run.get("evaluatorName", evaluator_id)
+            result = eval_run.get("result", {})
+            score = result.get("score")
+
+            seen_evaluators.add(evaluator_id)
+
+            is_passing = False
+            if score is True:
+                is_passing = True
+            elif isinstance(score, (int, float)) and score >= min_score:
+                is_passing = True
+
+            if is_passing:
+                display = f"{score:.2f}" if isinstance(score, float) else str(score)
+                print(f"    {evaluator_name}: score={display} (pass)")
+            else:
+                print(
+                    f"    {evaluator_name}: score={score} "
+                    f"(FAILED - expected >= {min_score})"
+                )
+                failed_count += 1
+
+    # Verify all expected evaluations were seen
+    missing_evals = expected_evaluations - seen_evaluations
+    if missing_evals:
+        print(f"\n  Missing evaluations: {missing_evals}")
+        failed_count += len(missing_evals)
+
+    # Verify all expected evaluators were seen
+    missing_evaluators = expected_evaluators - seen_evaluators
+    if missing_evaluators:
+        print(f"\n  Missing evaluators: {missing_evaluators}")
+        failed_count += len(missing_evaluators)
+
+    print(f"\n{'=' * 60}")
+    print(f"  Failed: {failed_count}")
+    print(f"{'=' * 60}")
+
+    assert failed_count == 0, f"{failed_count} assertion(s) failed for {output_file}"
+    print(f"\n  All assertions passed for {output_file}!")
+
+
+def main() -> None:
+    """Main assertion logic."""
+    # 1. Validate deterministic evaluators (ExactMatch, JsonSimilarity, Contains)
+    #    All scores should be >= 0.99 since these are deterministic calculations
+    print("\n--- Deterministic Evaluators ---")
+    validate_output_file(
+        "eval-level-expected-output.json",
+        expected_evaluations=DETERMINISTIC_EVALUATIONS,
+        expected_evaluators=DETERMINISTIC_EVALUATORS,
+        min_score=0.99,
+    )
+
+    # 2. Validate LLM judge evaluators
+    #    ExactMatch should score >= 0.99, LLM judge scores can vary
+    #    but should be > 0 (semantically correct answers)
+    print("\n--- LLM Judge Evaluators ---")
+    validate_output_file(
+        "eval-level-expected-output-llm-judge.json",
+        expected_evaluations=LLM_JUDGE_EVALUATIONS,
+        expected_evaluators=LLM_JUDGE_EVALUATORS,
+        min_score=0.5,  # LLM judge scores can vary, but should be well above 0
+    )
+
+    print("\n  All eval-level expectedOutput assertions passed!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/testcases/eval-spans-testcase/uipath.json b/packages/uipath/testcases/eval-level-expected-output/uipath.json
similarity index 100%
rename from testcases/eval-spans-testcase/uipath.json
rename to packages/uipath/testcases/eval-level-expected-output/uipath.json
diff --git a/testcases/eval-spans-testcase/pyproject.toml b/packages/uipath/testcases/eval-spans-testcase/pyproject.toml
similarity index 100%
rename from testcases/eval-spans-testcase/pyproject.toml
rename to packages/uipath/testcases/eval-spans-testcase/pyproject.toml
diff --git a/testcases/eval-spans-testcase/run.sh b/packages/uipath/testcases/eval-spans-testcase/run.sh
similarity index 100%
rename from testcases/eval-spans-testcase/run.sh
rename to packages/uipath/testcases/eval-spans-testcase/run.sh
diff --git a/testcases/eval-spans-testcase/src/assert.py b/packages/uipath/testcases/eval-spans-testcase/src/assert.py
similarity index 100%
rename from testcases/eval-spans-testcase/src/assert.py
rename to packages/uipath/testcases/eval-spans-testcase/src/assert.py
diff --git a/testcases/eval-telemetry-testcase/uipath.json b/packages/uipath/testcases/eval-spans-testcase/uipath.json
similarity index 100%
rename from testcases/eval-telemetry-testcase/uipath.json
rename to packages/uipath/testcases/eval-spans-testcase/uipath.json
diff --git a/testcases/eval-telemetry-testcase/pyproject.toml b/packages/uipath/testcases/eval-telemetry-testcase/pyproject.toml
similarity index 100%
rename from testcases/eval-telemetry-testcase/pyproject.toml
rename to packages/uipath/testcases/eval-telemetry-testcase/pyproject.toml
diff --git a/testcases/eval-telemetry-testcase/run.sh b/packages/uipath/testcases/eval-telemetry-testcase/run.sh
similarity index 100%
rename from testcases/eval-telemetry-testcase/run.sh
rename to packages/uipath/testcases/eval-telemetry-testcase/run.sh
diff --git a/testcases/eval-telemetry-testcase/src/assert.py b/packages/uipath/testcases/eval-telemetry-testcase/src/assert.py
similarity index 100%
rename from testcases/eval-telemetry-testcase/src/assert.py
rename to packages/uipath/testcases/eval-telemetry-testcase/src/assert.py
diff --git a/packages/uipath/testcases/eval-telemetry-testcase/uipath.json b/packages/uipath/testcases/eval-telemetry-testcase/uipath.json
new file mode 100644
index 000000000..2b8e5b396
--- /dev/null
+++ b/packages/uipath/testcases/eval-telemetry-testcase/uipath.json
@@ -0,0 +1,5 @@
+{
+  "functions": {
+    "main": "../../samples/calculator/main.py:main"
+  }
+}
diff --git a/testcases/langchain-cross/agent.mermaid b/packages/uipath/testcases/langchain-cross/agent.mermaid
similarity index 100%
rename from testcases/langchain-cross/agent.mermaid
rename to packages/uipath/testcases/langchain-cross/agent.mermaid
diff --git a/testcases/langchain-cross/expected_traces.json b/packages/uipath/testcases/langchain-cross/expected_traces.json
similarity index 100%
rename from testcases/langchain-cross/expected_traces.json
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diff --git a/testcases/langchain-cross/langgraph.json b/packages/uipath/testcases/langchain-cross/langgraph.json
similarity index 100%
rename from testcases/langchain-cross/langgraph.json
rename to packages/uipath/testcases/langchain-cross/langgraph.json
diff --git a/testcases/langchain-cross/pyproject.toml b/packages/uipath/testcases/langchain-cross/pyproject.toml
similarity index 100%
rename from testcases/langchain-cross/pyproject.toml
rename to packages/uipath/testcases/langchain-cross/pyproject.toml
diff --git a/testcases/langchain-cross/run.sh b/packages/uipath/testcases/langchain-cross/run.sh
similarity index 100%
rename from testcases/langchain-cross/run.sh
rename to packages/uipath/testcases/langchain-cross/run.sh
diff --git a/testcases/langchain-cross/src/assert.py b/packages/uipath/testcases/langchain-cross/src/assert.py
similarity index 100%
rename from testcases/langchain-cross/src/assert.py
rename to packages/uipath/testcases/langchain-cross/src/assert.py
diff --git a/testcases/langchain-cross/src/assert.py.orig b/packages/uipath/testcases/langchain-cross/src/assert.py.orig
similarity index 100%
rename from testcases/langchain-cross/src/assert.py.orig
rename to packages/uipath/testcases/langchain-cross/src/assert.py.orig
diff --git a/testcases/langchain-cross/src/main.py b/packages/uipath/testcases/langchain-cross/src/main.py
similarity index 100%
rename from testcases/langchain-cross/src/main.py
rename to packages/uipath/testcases/langchain-cross/src/main.py
diff --git a/testcases/llamaindexcross/agent.mermaid b/packages/uipath/testcases/llamaindexcross/agent.mermaid
similarity index 100%
rename from testcases/llamaindexcross/agent.mermaid
rename to packages/uipath/testcases/llamaindexcross/agent.mermaid
diff --git a/testcases/llamaindexcross/llama_index.json b/packages/uipath/testcases/llamaindexcross/llama_index.json
similarity index 100%
rename from testcases/llamaindexcross/llama_index.json
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diff --git a/testcases/llamaindexcross/pyproject.toml b/packages/uipath/testcases/llamaindexcross/pyproject.toml
similarity index 100%
rename from testcases/llamaindexcross/pyproject.toml
rename to packages/uipath/testcases/llamaindexcross/pyproject.toml
diff --git a/testcases/llamaindexcross/run.sh b/packages/uipath/testcases/llamaindexcross/run.sh
similarity index 100%
rename from testcases/llamaindexcross/run.sh
rename to packages/uipath/testcases/llamaindexcross/run.sh
diff --git a/testcases/llamaindexcross/src/assert.py b/packages/uipath/testcases/llamaindexcross/src/assert.py
similarity index 100%
rename from testcases/llamaindexcross/src/assert.py
rename to packages/uipath/testcases/llamaindexcross/src/assert.py
diff --git a/testcases/llamaindexcross/src/main.py b/packages/uipath/testcases/llamaindexcross/src/main.py
similarity index 100%
rename from testcases/llamaindexcross/src/main.py
rename to packages/uipath/testcases/llamaindexcross/src/main.py
diff --git a/packages/uipath/testcases/target-output-key-evals/pyproject.toml b/packages/uipath/testcases/target-output-key-evals/pyproject.toml
new file mode 100644
index 000000000..0b6842b25
--- /dev/null
+++ b/packages/uipath/testcases/target-output-key-evals/pyproject.toml
@@ -0,0 +1,12 @@
+[project]
+name = "target-output-key-evals"
+version = "0.0.1"
+description = "Tests for targetOutputKey path resolution in legacy evaluators"
+authors = [{ name = "John Doe", email = "john.doe@myemail.com" }]
+dependencies = [
+    "uipath",
+]
+requires-python = ">=3.11"
+
+[tool.uv.sources]
+uipath = { path = "../../", editable = true }
diff --git a/packages/uipath/testcases/target-output-key-evals/run.sh b/packages/uipath/testcases/target-output-key-evals/run.sh
new file mode 100755
index 000000000..6797c3270
--- /dev/null
+++ b/packages/uipath/testcases/target-output-key-evals/run.sh
@@ -0,0 +1,13 @@
+#!/bin/bash
+set -e
+
+echo "Syncing dependencies..."
+uv sync
+
+echo "Authenticating with UiPath..."
+uv run uipath auth --client-id="$CLIENT_ID" --client-secret="$CLIENT_SECRET" --base-url="$BASE_URL"
+
+echo "Running target-output-key evaluations..."
+uv run uipath eval main ../../samples/multi-output-agent/evaluations/eval-sets/target-output-key.json --no-report --output-file target-output-key.json
+
+echo "Test completed successfully!"
diff --git a/packages/uipath/testcases/target-output-key-evals/src/assert.py b/packages/uipath/testcases/target-output-key-evals/src/assert.py
new file mode 100644
index 000000000..6d2dc53c9
--- /dev/null
+++ b/packages/uipath/testcases/target-output-key-evals/src/assert.py
@@ -0,0 +1,84 @@
+"""Assertions for target-output-key-evals testcase.
+
+Validates that targetOutputKey path resolution works correctly across
+legacy evaluators with nested dot-notation and array-index paths.
+"""
+
+import json
+import os
+
+EXPECTED_EVALUATORS = {
+    "legacy-equality-full-output",
+    "legacy-equality-flat-key",
+    "legacy-equality-nested-path",
+    "legacy-equality-deep-nested",
+    "legacy-equality-array-index",
+    "legacy-equality-array-tag",
+    "legacy-json-similarity-nested",
+    "legacy-json-similarity-customer",
+}
+
+
+def main() -> None:
+    output_file = "target-output-key.json"
+    assert os.path.isfile(output_file), f"Output file '{output_file}' not found"
+    print(f"  Found output file: {output_file}")
+
+    with open(output_file, "r", encoding="utf-8") as f:
+        output_data = json.load(f)
+
+    assert "evaluationSetResults" in output_data, "Missing 'evaluationSetResults'"
+
+    evaluation_results = output_data["evaluationSetResults"]
+    assert len(evaluation_results) > 0, "No evaluation results found"
+    print(f"  Found {len(evaluation_results)} evaluation result(s)")
+
+    failed_count = 0
+    seen_evaluators: set[str] = set()
+
+    for eval_result in evaluation_results:
+        eval_name = eval_result.get("evaluationName", "Unknown")
+        print(f"\n  Validating: {eval_name}")
+
+        eval_run_results = eval_result.get("evaluationRunResults", [])
+        assert len(eval_run_results) > 0, f"No run results for '{eval_name}'"
+
+        for eval_run in eval_run_results:
+            evaluator_id = eval_run.get("evaluatorId", "Unknown")
+            evaluator_name = eval_run.get("evaluatorName", evaluator_id)
+            result = eval_run.get("result", {})
+            score = result.get("score")
+
+            seen_evaluators.add(evaluator_id)
+
+            # Both ExactMatch (serialized as 100.0) and JsonSimilarity
+            # should score 100.0 when outputs match perfectly
+            is_passing = False
+            if score is True:
+                is_passing = True
+            elif isinstance(score, (int, float)) and score >= 99.0:
+                is_passing = True
+
+            if is_passing:
+                display = f"{score:.1f}" if isinstance(score, float) else str(score)
+                print(f"    {evaluator_name}: score={display} (pass)")
+            else:
+                print(f"    {evaluator_name}: score={score} (FAILED - expected >= 99)")
+                failed_count += 1
+
+    # Verify all expected evaluators were seen
+    missing = EXPECTED_EVALUATORS - seen_evaluators
+    if missing:
+        print(f"\n  Missing evaluators: {missing}")
+        failed_count += len(missing)
+
+    print(f"\n{'=' * 60}")
+    print(f"  Failed: {failed_count}")
+    print(f"{'=' * 60}")
+
+    assert failed_count == 0, f"{failed_count} assertion(s) failed"
+    print("\n  All assertions passed!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/packages/uipath/testcases/target-output-key-evals/uipath.json b/packages/uipath/testcases/target-output-key-evals/uipath.json
new file mode 100644
index 000000000..2a3782ddd
--- /dev/null
+++ b/packages/uipath/testcases/target-output-key-evals/uipath.json
@@ -0,0 +1,5 @@
+{
+  "functions": {
+    "main": "../../samples/multi-output-agent/main.py:main"
+  }
+}
diff --git a/testcases/tools-evals/pyproject.toml b/packages/uipath/testcases/tools-evals/pyproject.toml
similarity index 100%
rename from testcases/tools-evals/pyproject.toml
rename to packages/uipath/testcases/tools-evals/pyproject.toml
diff --git a/testcases/tools-evals/run.sh b/packages/uipath/testcases/tools-evals/run.sh
similarity index 100%
rename from testcases/tools-evals/run.sh
rename to packages/uipath/testcases/tools-evals/run.sh
diff --git a/testcases/tools-evals/src/assert.py b/packages/uipath/testcases/tools-evals/src/assert.py
similarity index 100%
rename from testcases/tools-evals/src/assert.py
rename to packages/uipath/testcases/tools-evals/src/assert.py
diff --git a/testcases/tools-evals/uipath.json b/packages/uipath/testcases/tools-evals/uipath.json
similarity index 100%
rename from testcases/tools-evals/uipath.json
rename to packages/uipath/testcases/tools-evals/uipath.json
diff --git a/tests/__init__.py b/packages/uipath/tests/__init__.py
similarity index 100%
rename from tests/__init__.py
rename to packages/uipath/tests/__init__.py
diff --git a/tests/agent/models/test_agent.py b/packages/uipath/tests/agent/models/test_agent.py
similarity index 84%
rename from tests/agent/models/test_agent.py
rename to packages/uipath/tests/agent/models/test_agent.py
index f836cf4f2..0eaf43e12 100644
--- a/tests/agent/models/test_agent.py
+++ b/packages/uipath/tests/agent/models/test_agent.py
@@ -1,9 +1,9 @@
-from typing import Any
-
 import pytest
 from pydantic import TypeAdapter
 
 from uipath.agent.models.agent import (
+    AgentBooleanOperator,
+    AgentBooleanRule,
     AgentBuiltInValidatorGuardrail,
     AgentContextResourceConfig,
     AgentContextRetrievalMode,
@@ -16,20 +16,39 @@
     AgentGuardrailActionType,
     AgentGuardrailBlockAction,
     AgentGuardrailEscalateAction,
+    AgentGuardrailLogAction,
+    AgentGuardrailSeverityLevel,
     AgentGuardrailUnknownAction,
     AgentIntegrationToolResourceConfig,
+    AgentInternalBatchTransformToolProperties,
+    AgentInternalDeepRagToolProperties,
+    AgentInternalToolResourceConfig,
+    AgentInternalToolType,
     AgentIxpExtractionResourceConfig,
     AgentIxpVsEscalationResourceConfig,
     AgentMcpResourceConfig,
+    AgentMessageRole,
+    AgentNumberOperator,
+    AgentNumberRule,
     AgentProcessToolResourceConfig,
     AgentResourceType,
+    AgentToolArgumentPropertiesVariant,
     AgentToolType,
     AgentUnknownGuardrail,
     AgentUnknownResourceConfig,
     AgentUnknownToolResourceConfig,
+    AgentWordOperator,
     AgentWordRule,
     AssetRecipient,
+    BatchTransformFileExtension,
+    BatchTransformWebSearchGrounding,
+    CitationMode,
+    DeepRagFileExtension,
     StandardRecipient,
+    TaskTitleType,
+    TextBuilderTaskTitle,
+    TextToken,
+    TextTokenType,
 )
 from uipath.platform.guardrails import (
     EnumListParameterValue,
@@ -2459,8 +2478,6 @@ def test_agent_with_ixp_vs_escalation(self):
                             "outcomeMapping": None,
                             "recipients": [],
                             "type": "actionCenter",
-                            "taskTitle": "Test IXP Escalation",
-                            "priority": "High",
                             "properties": {
                                 "appName": None,
                                 "appVersion": 1,
@@ -2534,7 +2551,6 @@ def test_task_title_text_builder_type(self):
         from uipath.agent.models.agent import (
             TaskTitleType,
             TextBuilderTaskTitle,
-            TextToken,
             TextTokenType,
         )
 
@@ -2631,28 +2647,468 @@ def test_escalation_channel_defaults_to_escalation_task(self):
 
         assert channel.task_title == "Escalation Task"
 
-    def test_escalation_channel_task_title_v2_unsupported_type_raises_error(self):
-        """Test that unsupported taskTitleV2 type raises NotImplementedError."""
+    def test_case_insensitive_enums(self):
+        """Test that enums with alternative casings are deserialized correctly."""
 
-        channel_data = {
-            "name": "test_channel",
-            "type": "actionCenter",
-            "description": "Test channel",
-            "inputSchema": {"type": "object"},
-            "outputSchema": {"type": "object"},
-            "properties": {
-                "appName": "TestApp",
-                "appVersion": 1,
-                "resourceKey": "test-key",
+        json_data = {
+            "version": "1.0.0",
+            "id": "e0f589ff-469a-44b3-8c5f-085826d8fa55",
+            "name": "Packaged Agent",
+            "metadata": {"isConversational": False, "storageVersion": "22.0.0"},
+            "messages": [
+                {
+                    "role": "System",
+                    "content": "You are an agentic assistant.",
+                    "contentTokens": [
+                        {
+                            "type": "SimpleText",
+                            "rawString": "You are an agentic assistant.",
+                        }
+                    ],
+                },
+                {
+                    "role": "User",
+                    "content": "Use the provided tools. Execute {{task}} the number of {{times}}.",
+                    "contentTokens": [
+                        {
+                            "type": "SimpleText",
+                            "rawString": "Use the provided tools. Execute ",
+                        },
+                        {
+                            "type": "Variable",
+                            "rawString": "input.task",
+                        },
+                        {
+                            "type": "SimpleText",
+                            "rawString": " the number of ",
+                        },
+                        {
+                            "type": "Variable",
+                            "rawString": "input.times",
+                        },
+                        {
+                            "type": "SimpleText",
+                            "rawString": ".",
+                        },
+                    ],
+                },
+            ],
+            "inputSchema": {
+                "type": "object",
+                "required": ["task"],
+                "properties": {"task": {"type": "string"}, "times": {"type": "number"}},
             },
-            "recipients": [],
-            "taskTitleV2": {"type": "unsupported", "someField": "value"},
+            "outputSchema": {
+                "type": "object",
+                "properties": {
+                    "task_summary": {
+                        "type": "string",
+                        "description": "describe the actions you have taken in a concise step by step summary",
+                    }
+                },
+                "title": "Outputs",
+                "required": ["task_summary"],
+            },
+            "settings": {
+                "model": "gpt-5-2025-08-07",
+                "maxTokens": 16384,
+                "temperature": 0,
+                "engine": "basic-v1",
+                "byomProperties": {
+                    "connectionId": "test-byom-connection-id",
+                    "connectorKey": "uipath-openai-openai",
+                },
+            },
+            "resources": [
+                {
+                    "$resourceType": "Escalation",
+                    "id": "be506447-2cf1-47e6-a124-2930e6f0f3d8",
+                    "channels": [
+                        {
+                            "name": "Channel",
+                            "description": "Channel description",
+                            "type": "ActionCenter",
+                            "inputSchema": {
+                                "type": "object",
+                                "properties": {
+                                    "AgentName": {"type": "string"},
+                                    "Statement": {"type": "string"},
+                                },
+                                "required": ["AgentName", "Statement"],
+                            },
+                            "outputSchema": {
+                                "type": "object",
+                                "properties": {"Reason": {"type": "string"}},
+                            },
+                            "outcomeMapping": {
+                                "Approve": "continue",
+                                "Reject": "continue",
+                            },
+                            "properties": {
+                                "appName": "AgentQuestionApp",
+                                "appVersion": 1,
+                                "folderName": "TestFolder/Complete Solution 30 Sept",
+                                "resourceKey": "b2ecb40b-dcce-4f71-96ae-8fa895905ae2",
+                                "isActionableMessageEnabled": True,
+                                "actionableMessageMetaData": {
+                                    "fieldSet": {
+                                        "type": "fieldSet",
+                                        "id": "3705cfbb-d1fb-4567-b1dd-036107c5c084",
+                                        "fields": [
+                                            {
+                                                "id": "AgentName",
+                                                "name": "AgentName",
+                                                "type": "Fact",
+                                                "placeHolderText": "",
+                                            },
+                                            {
+                                                "id": "Statement",
+                                                "name": "Statement",
+                                                "type": "Fact",
+                                                "placeHolderText": "",
+                                            },
+                                            {
+                                                "id": "Reason",
+                                                "name": "Reason",
+                                                "type": "Input.Text",
+                                                "placeHolderText": "",
+                                            },
+                                        ],
+                                    },
+                                    "actionSet": {
+                                        "type": "actionSet",
+                                        "id": "9ecd2de3-7ac3-47a6-836c-af1eaf67f9ca",
+                                        "actions": [
+                                            {
+                                                "id": "Approve",
+                                                "name": "Approve",
+                                                "title": "Approve",
+                                                "type": "Action.Http",
+                                                "isPrimary": True,
+                                            },
+                                            {
+                                                "id": "Reject",
+                                                "name": "Reject",
+                                                "title": "Reject",
+                                                "type": "Action.Http",
+                                                "isPrimary": True,
+                                            },
+                                        ],
+                                    },
+                                },
+                            },
+                            "recipients": [
+                                {
+                                    "value": "a26a9809-69ee-427a-9f05-ba00623fef80",
+                                    "type": "userid",
+                                }
+                            ],
+                            "taskTitle": "Test Task",
+                            "taskTitleV2": {
+                                "type": "TextBuilder",
+                                "tokens": [
+                                    {
+                                        "type": "SimpleText",
+                                        "rawString": "Test Task",
+                                    }
+                                ],
+                            },
+                            "priority": "Medium",
+                            "labels": ["new", "stuff"],
+                        }
+                    ],
+                    "isAgentMemoryEnabled": True,
+                    "escalationType": 0,
+                    "name": "Human in the Loop App",
+                    "description": "an app for the agent to ask questions for the human",
+                },
+                {
+                    "$resourceType": "Context",
+                    "folderPath": "TestFolder",
+                    "indexName": "MCP Documentation Index",
+                    "settings": {
+                        "threshold": 0,
+                        "resultCount": 3,
+                        "retrievalMode": "semantic",
+                        "query": {
+                            "description": "The query for the Semantic strategy.",
+                            "variant": "dynamic",
+                        },
+                        "folderPathPrefix": {},
+                        "fileExtension": {"value": "All"},
+                    },
+                    "name": "MCP Documentation Index",
+                    "description": "",
+                },
+                {
+                    "$resourceType": "Tool",
+                    "type": "Api",
+                    "inputSchema": {
+                        "type": "object",
+                        "properties": {
+                            "To": {"type": "string", "title": "To"},
+                            "Subject": {"type": "string", "title": "Subject"},
+                        },
+                        "required": ["To"],
+                    },
+                    "outputSchema": {"type": "object", "properties": {}},
+                    "arguments": {},
+                    "argumentProperties": {
+                        "To": {
+                            "variant": "Static",
+                            "isSensitive": False,
+                            "value": "test@example.com",
+                        },
+                        "Subject": {
+                            "variant": "TextBuilder",
+                            "isSensitive": False,
+                            "tokens": [{"type": "SimpleText", "rawString": "Hello"}],
+                        },
+                    },
+                    "settings": {"timeout": 0, "maxAttempts": 0, "retryDelay": 0},
+                    "properties": {
+                        "toolPath": "/SendEmail",
+                        "objectName": "SendEmail",
+                        "toolDisplayName": "Send Email",
+                        "toolDescription": "Sends an email message",
+                        "method": "POST",
+                        "bodyStructure": {
+                            "contentType": "multipart",
+                            "jsonBodySection": "body",
+                        },
+                        "connection": {
+                            "id": "cccccccc-0000-0000-0000-000000000004",
+                            "name": "Gmail Connection",
+                            "elementInstanceId": 0,
+                            "apiBaseUri": "",
+                            "state": "enabled",
+                            "isDefault": False,
+                            "connector": {
+                                "key": "uipath-google-gmail",
+                                "name": "Gmail",
+                                "enabled": True,
+                            },
+                            "folder": {"key": "bbbbbbbb-0000-0000-0000-000000000004"},
+                            "solutionProperties": {
+                                "resourceKey": "cccccccc-0000-0000-0000-000000000004"
+                            },
+                        },
+                        "parameters": [
+                            {
+                                "name": "To",
+                                "displayName": "To",
+                                "type": "string",
+                                "fieldLocation": "body",
+                                "value": "{{prompt}}",
+                                "fieldVariant": "Dynamic",
+                                "sortOrder": 1,
+                                "required": True,
+                            },
+                        ],
+                    },
+                    "name": "Send Email",
+                    "description": "Send an email via Gmail",
+                    "isEnabled": True,
+                },
+                {
+                    "$resourceType": "Tool",
+                    "type": "Internal",
+                    "inputSchema": {
+                        "type": "object",
+                        "properties": {},
+                    },
+                    "outputSchema": {"type": "object", "properties": {}},
+                    "arguments": {},
+                    "settings": {"timeout": 0, "maxAttempts": 0, "retryDelay": 0},
+                    "properties": {
+                        "toolType": "Deep-Rag",
+                        "settings": {
+                            "contextType": "dataService",
+                            "query": {"value": "test query", "variant": "static"},
+                            "citationMode": {"value": "inline"},
+                            "fileExtension": {"value": "PDF"},
+                        },
+                    },
+                    "argumentProperties": {},
+                    "name": "Deep RAG Tool",
+                    "description": "Test deep rag tool",
+                    "isEnabled": True,
+                },
+                {
+                    "$resourceType": "Tool",
+                    "type": "Internal",
+                    "inputSchema": {
+                        "type": "object",
+                        "properties": {},
+                    },
+                    "outputSchema": {"type": "object", "properties": {}},
+                    "arguments": {},
+                    "settings": {"timeout": 0, "maxAttempts": 0, "retryDelay": 0},
+                    "properties": {
+                        "toolType": "batch-transform",
+                        "settings": {
+                            "contextType": "dataService",
+                            "query": {"value": "batch query", "variant": "static"},
+                            "fileExtension": {"value": "CSV"},
+                            "outputColumns": [
+                                {
+                                    "name": "output1",
+                                    "description": "Test output",
+                                    "required": True,
+                                }
+                            ],
+                            "webSearchGrounding": {"value": "enabled"},
+                        },
+                    },
+                    "argumentProperties": {},
+                    "name": "Batch Transform Tool",
+                    "description": "Test batch transform tool",
+                    "isEnabled": True,
+                },
+            ],
+            "guardrails": [
+                {
+                    "$guardrailType": "custom",
+                    "id": "test-guardrail-1",
+                    "name": "Test Custom Guardrail",
+                    "description": "Test guardrail with various operators",
+                    "selector": {"$selectorType": "universal"},
+                    "rules": [
+                        {
+                            "$ruleType": "word",
+                            "fieldSelector": {"$selectorType": "all"},
+                            "operator": "DoesNotContain",
+                            "value": "forbidden",
+                        },
+                        {
+                            "$ruleType": "number",
+                            "fieldSelector": {"$selectorType": "all"},
+                            "operator": "GreaterThan",
+                            "value": 10,
+                        },
+                        {
+                            "$ruleType": "boolean",
+                            "fieldSelector": {"$selectorType": "all"},
+                            "operator": "Equals",
+                            "value": True,
+                        },
+                    ],
+                    "action": {
+                        "$actionType": "Block",
+                        "reason": "Guardrail triggered",
+                    },
+                },
+                {
+                    "$guardrailType": "custom",
+                    "id": "test-guardrail-2",
+                    "name": "Log Guardrail",
+                    "description": "Test log action with severity",
+                    "selector": {"$selectorType": "universal"},
+                    "rules": [
+                        {
+                            "$ruleType": "word",
+                            "fieldSelector": {"$selectorType": "all"},
+                            "operator": "contains",
+                            "value": "test",
+                        }
+                    ],
+                    "action": {
+                        "$actionType": "log",
+                        "message": "Test log message",
+                        "severityLevel": "Warning",
+                    },
+                },
+            ],
+            "features": [],
         }
 
-        with pytest.raises(NotImplementedError) as exc_info:
-            AgentEscalationChannel(**channel_data)  # type: ignore[arg-type]
+        config: AgentDefinition = TypeAdapter(AgentDefinition).validate_python(
+            json_data
+        )
 
-        assert "unsupported" in str(exc_info.value)
+        assert config.messages[0].role == AgentMessageRole.SYSTEM
+        assert config.messages[1].role == AgentMessageRole.USER
+
+        escalation = config.resources[0]
+        assert isinstance(escalation, AgentEscalationResourceConfig)
+        assert escalation.resource_type == AgentResourceType.ESCALATION
+        channel = escalation.channels[0]
+        assert channel.recipients[0].type == AgentEscalationRecipientType.USER_ID
+        assert isinstance(channel.task_title, TextBuilderTaskTitle)
+        assert channel.task_title.type == TaskTitleType.TEXT_BUILDER
+        assert channel.task_title.tokens[0].type == TextTokenType.SIMPLE_TEXT
+
+        context = config.resources[1]
+        assert isinstance(context, AgentContextResourceConfig)
+        assert context.resource_type == AgentResourceType.CONTEXT
+        assert context.settings.retrieval_mode == AgentContextRetrievalMode.SEMANTIC
+        assert context.settings.query is not None
+        assert (
+            context.settings.query.variant == AgentToolArgumentPropertiesVariant.DYNAMIC
+        )
+
+        api_tool = config.resources[2]
+        assert isinstance(api_tool, AgentProcessToolResourceConfig)
+        assert api_tool.type == AgentToolType.API
+        assert (
+            api_tool.argument_properties["To"].variant
+            == AgentToolArgumentPropertiesVariant.STATIC
+        )
+        assert (
+            api_tool.argument_properties["Subject"].variant
+            == AgentToolArgumentPropertiesVariant.TEXT_BUILDER
+        )
+
+        deep_rag_tool = config.resources[3]
+        assert isinstance(deep_rag_tool, AgentInternalToolResourceConfig)
+        assert isinstance(deep_rag_tool.properties, AgentInternalDeepRagToolProperties)
+        assert deep_rag_tool.properties.tool_type == AgentInternalToolType.DEEP_RAG
+        assert (
+            deep_rag_tool.properties.settings.citation_mode.value == CitationMode.INLINE
+        )
+        assert (
+            deep_rag_tool.properties.settings.file_extension.value
+            == DeepRagFileExtension.PDF
+        )
+
+        batch_tool = config.resources[4]
+        assert isinstance(batch_tool, AgentInternalToolResourceConfig)
+        assert isinstance(
+            batch_tool.properties, AgentInternalBatchTransformToolProperties
+        )
+        assert (
+            batch_tool.properties.settings.file_extension.value
+            == BatchTransformFileExtension.CSV
+        )
+
+        assert (
+            batch_tool.properties.settings.web_search_grounding.value
+            == BatchTransformWebSearchGrounding.ENABLED
+        )
+
+        assert config.guardrails is not None
+        custom_guardrail = config.guardrails[0]
+        assert isinstance(custom_guardrail, AgentCustomGuardrail)
+
+        word_rule = custom_guardrail.rules[0]
+        assert isinstance(word_rule, AgentWordRule)
+        assert word_rule.operator == AgentWordOperator.DOES_NOT_CONTAIN
+
+        number_rule = custom_guardrail.rules[1]
+        assert isinstance(number_rule, AgentNumberRule)
+        assert number_rule.operator == AgentNumberOperator.GREATER_THAN
+
+        boolean_rule = custom_guardrail.rules[2]
+        assert isinstance(boolean_rule, AgentBooleanRule)
+        assert boolean_rule.operator == AgentBooleanOperator.EQUALS
+
+        assert custom_guardrail.action.action_type == AgentGuardrailActionType.BLOCK
+
+        log_guardrail = config.guardrails[1]
+        assert isinstance(log_guardrail, AgentCustomGuardrail)
+        log_action = log_guardrail.action
+        assert isinstance(log_action, AgentGuardrailLogAction)
+        assert log_action.severity_level == AgentGuardrailSeverityLevel.WARNING
 
 
 class TestAgentDefinitionIsConversational:
@@ -2761,212 +3217,51 @@ def test_is_conversational_false_by_default(self):
         assert config.is_conversational is False
 
 
-class TestAgentBuilderConfigResources:
-    """Tests for AgentDefinition resource configuration parsing."""
+class TestDataFabricContextConfig:
+    """Tests for Data Fabric context resource configuration."""
 
-    def _agent_dict_with_resources(self, resources: list[Any]) -> dict[str, Any]:
-        """Helper method that returns an agent dict with default fields and provided resources."""
-        return {
-            "version": "1.0.0",
-            "id": "test-agent-id",
-            "name": "Test Agent",
-            "metadata": {"isConversational": False, "storageVersion": "22.0.0"},
-            "messages": [
-                {
-                    "role": "System",
-                    "content": "You are a test agent.",
-                }
-            ],
-            "inputSchema": {"type": "object", "properties": {}},
-            "outputSchema": {"type": "object", "properties": {}},
+    def test_datafabric_retrieval_mode_exists(self):
+        """Test that DATA_FABRIC retrieval mode is defined."""
+        assert AgentContextRetrievalMode.DATA_FABRIC == "DataFabric"
+
+    def test_datafabric_context_config_parses(self):
+        """Test that Data Fabric context config parses correctly."""
+        config = {
+            "$resourceType": "context",
+            "name": "Customer Data",
+            "description": "Query customer and order data",
+            "isEnabled": True,
+            "folderPath": "Shared",
+            "indexName": "",
             "settings": {
-                "model": "gpt-4o",
-                "maxTokens": 4096,
-                "temperature": 0,
-                "engine": "basic-v1",
+                "retrievalMode": "DataFabric",
+                "resultCount": 100,
+                "entityIdentifiers": ["customers-key", "orders-key"],
             },
-            "resources": resources,
         }
 
-    def test_escalation_with_static_group_name_recipient_type(self):
-        """Test that escalation with StaticGroupName recipientType is parsed correctly."""
-        resources = [
-            {
-                "$resourceType": "escalation",
-                "id": "escalation-1",
-                "channels": [
-                    {
-                        "name": "Test Channel",
-                        "description": "Test channel description",
-                        "type": "ActionCenter",
-                        "inputSchema": {
-                            "type": "object",
-                            "properties": {"field": {"type": "string"}},
-                        },
-                        "outputSchema": {"type": "object", "properties": {}},
-                        "outcomeMapping": {"Approve": "continue"},
-                        "properties": {
-                            "appName": "TestApp",
-                            "appVersion": 1,
-                            "folderName": "TestFolder",
-                            "resourceKey": "test-key",
-                        },
-                        "recipients": [
-                            {
-                                "value": "TestGroup",
-                                "type": "staticgroupname",
-                            }
-                        ],
-                        "taskTitle": "Test Task",
-                        "priority": "Medium",
-                    }
-                ],
-                "isAgentMemoryEnabled": False,
-                "escalationType": 0,
-                "name": "Test Escalation",
-                "description": "Test escalation",
-            }
-        ]
-
-        json_data = self._agent_dict_with_resources(resources)
-        config: AgentDefinition = TypeAdapter(AgentDefinition).validate_python(
-            json_data
-        )
-
-        escalation_resource = config.resources[0]
-        assert isinstance(escalation_resource, AgentEscalationResourceConfig)
-        recipient = escalation_resource.channels[0].recipients[0]
-        assert isinstance(recipient, StandardRecipient)
-        assert recipient.type == AgentEscalationRecipientType.GROUP_NAME
-        assert recipient.value == "TestGroup"
-
-    def test_escalation_with_lowercase_userid_recipient_type(self):
-        """Test that escalation with lowercase userid recipientType is parsed correctly."""
-        resources = [
-            {
-                "$resourceType": "escalation",
-                "id": "escalation-2",
-                "channels": [
-                    {
-                        "name": "Test Channel",
-                        "description": "Test channel description",
-                        "type": "ActionCenter",
-                        "inputSchema": {
-                            "type": "object",
-                            "properties": {"field": {"type": "string"}},
-                        },
-                        "outputSchema": {"type": "object", "properties": {}},
-                        "outcomeMapping": {"Approve": "continue"},
-                        "properties": {
-                            "appName": "TestApp",
-                            "appVersion": 1,
-                            "folderName": "TestFolder",
-                            "resourceKey": "test-key",
-                        },
-                        "recipients": [
-                            {
-                                "value": "user-123",
-                                "type": "userid",
-                            }
-                        ],
-                        "taskTitle": "Test Task",
-                        "priority": "Medium",
-                    }
-                ],
-                "isAgentMemoryEnabled": False,
-                "escalationType": 0,
-                "name": "Test Escalation",
-                "description": "Test escalation",
-            }
-        ]
-
-        json_data = self._agent_dict_with_resources(resources)
-        config: AgentDefinition = TypeAdapter(AgentDefinition).validate_python(
-            json_data
-        )
-
-        escalation_resource = config.resources[0]
-        assert isinstance(escalation_resource, AgentEscalationResourceConfig)
-        recipient = escalation_resource.channels[0].recipients[0]
-        assert isinstance(recipient, StandardRecipient)
-        assert recipient.type == AgentEscalationRecipientType.USER_ID
-        assert recipient.value == "user-123"
-
-    def test_process_tool_missing_output_schema(self):
-        """Test that process tool without outputSchema is parsed correctly."""
-        resources = [
-            {
-                "$resourceType": "tool",
-                "type": "ProcessOrchestration",
-                "id": "process-tool-1",
-                "inputSchema": {
-                    "type": "object",
-                    "properties": {"input": {"type": "string"}},
-                },
-                "arguments": {},
-                "settings": {"timeout": 0, "maxAttempts": 0, "retryDelay": 0},
-                "properties": {
-                    "processName": "TestProcess",
-                    "folderPath": "TestFolder",
-                },
-                "name": "Test Process",
-                "description": "Test process tool",
-            }
-        ]
-
-        json_data = self._agent_dict_with_resources(resources)
-        config: AgentDefinition = TypeAdapter(AgentDefinition).validate_python(
-            json_data
-        )
-
-        tool_resource = config.resources[0]
-        assert isinstance(tool_resource, AgentProcessToolResourceConfig)
-        assert tool_resource.output_schema == {"type": "object", "properties": {}}
-
-    def test_escalation_missing_escalation_type_defaults_to_zero(self):
-        """Test that missing escalationType defaults to 0."""
-        resources = [
-            {
-                "$resourceType": "escalation",
-                "id": "escalation-3",
-                "channels": [
-                    {
-                        "name": "Test Channel",
-                        "description": "Test channel description",
-                        "type": "ActionCenter",
-                        "inputSchema": {
-                            "type": "object",
-                            "properties": {"field": {"type": "string"}},
-                        },
-                        "outputSchema": {"type": "object", "properties": {}},
-                        "outcomeMapping": {"Approve": "continue"},
-                        "properties": {
-                            "appName": "TestApp",
-                            "appVersion": 1,
-                            "folderName": "TestFolder",
-                            "resourceKey": "test-key",
-                        },
-                        "recipients": [
-                            {
-                                "value": "user-123",
-                                "type": "UserId",
-                            }
-                        ],
-                        "taskTitle": "Test Task",
-                        "priority": "Medium",
-                    }
-                ],
-                "isAgentMemoryEnabled": False,
-                "name": "Test Escalation",
-                "description": "Test escalation",
-            }
-        ]
+        parsed = AgentContextResourceConfig.model_validate(config)
+
+        assert parsed.name == "Customer Data"
+        assert parsed.settings.retrieval_mode == AgentContextRetrievalMode.DATA_FABRIC
+        assert parsed.settings.entity_identifiers == ["customers-key", "orders-key"]
+
+    def test_datafabric_context_config_without_entity_identifiers(self):
+        """Test that entity_identifiers is optional."""
+        config = {
+            "$resourceType": "context",
+            "name": "Test",
+            "description": "Test",
+            "isEnabled": True,
+            "folderPath": "Shared",
+            "indexName": "",
+            "settings": {
+                "retrievalMode": "DataFabric",
+                "resultCount": 10,
+            },
+        }
 
-        json_data = self._agent_dict_with_resources(resources)
-        config: AgentDefinition = TypeAdapter(AgentDefinition).validate_python(
-            json_data
-        )
+        parsed = AgentContextResourceConfig.model_validate(config)
 
-        escalation_resource = config.resources[0]
-        assert isinstance(escalation_resource, AgentEscalationResourceConfig)
-        assert escalation_resource.escalation_type == 0
+        assert parsed.settings.retrieval_mode == AgentContextRetrievalMode.DATA_FABRIC
+        assert parsed.settings.entity_identifiers is None
diff --git a/tests/agent/models/test_evals.py b/packages/uipath/tests/agent/models/test_evals.py
similarity index 100%
rename from tests/agent/models/test_evals.py
rename to packages/uipath/tests/agent/models/test_evals.py
diff --git a/tests/agent/models/test_legacy.py b/packages/uipath/tests/agent/models/test_legacy.py
similarity index 100%
rename from tests/agent/models/test_legacy.py
rename to packages/uipath/tests/agent/models/test_legacy.py
diff --git a/packages/uipath/tests/agent/react/__init__.py b/packages/uipath/tests/agent/react/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/agent/react/test_conversational_prompts.py b/packages/uipath/tests/agent/react/test_conversational_prompts.py
similarity index 67%
rename from tests/agent/react/test_conversational_prompts.py
rename to packages/uipath/tests/agent/react/test_conversational_prompts.py
index caed3d603..1aa5585a2 100644
--- a/tests/agent/react/test_conversational_prompts.py
+++ b/packages/uipath/tests/agent/react/test_conversational_prompts.py
@@ -5,14 +5,8 @@
 from datetime import datetime, timezone
 from unittest.mock import patch
 
-import pytest
-
 from uipath.agent.react.conversational_prompts import (
-    CitationType,
     PromptUserSettings,
-    _get_citation_example_prompt,
-    _get_citation_format_prompt,
-    _get_citation_type,
     _get_user_settings_template,
     get_chat_system_prompt,
 )
@@ -155,49 +149,10 @@ def test_generate_system_prompt_unnamed_agent_uses_default(self):
         assert "You are Unnamed Agent." in prompt
 
 
-class TestCitationType:
-    """Tests for citation type determination."""
-
-    @pytest.mark.parametrize(
-        "model",
-        [
-            "claude-3-sonnet",
-            "claude-3-opus",
-            "claude-3-haiku",
-            "gemini-pro",
-            "llama-3",
-            "mistral-large",
-        ],
-    )
-    def test_citation_type_wrapped_for_non_gpt_models(self, model):
-        """Non-GPT models get CitationType.WRAPPED."""
-        citation_type = _get_citation_type(model)
-
-        assert citation_type == CitationType.WRAPPED
-
-    @pytest.mark.parametrize(
-        "model",
-        [
-            "gpt-4",
-            "gpt-4o",
-            "gpt-4o-2024-11-20",
-            "gpt-3.5-turbo",
-            "GPT-4",  # Test case insensitivity
-            "GPT-4O-MINI",
-        ],
-    )
-    def test_citation_type_trailing_for_gpt_models(self, model):
-        """GPT models get CitationType.TRAILING."""
-        citation_type = _get_citation_type(model)
-
-        assert citation_type == CitationType.TRAILING
-
-
-class TestCitationFormatPrompt:
+class TestCitationFormat:
     """Tests for citation format in generated prompts."""
 
-    def test_citation_format_wrapped_in_prompt(self):
-        """Wrapped citation format appears in prompt for non-GPT models."""
+    def test_citation_format_claude(self):
         prompt = get_chat_system_prompt(
             model="claude-3-sonnet",
             system_message=SYSTEM_MESSAGE,
@@ -205,101 +160,42 @@ def test_citation_format_wrapped_in_prompt(self):
             user_settings=None,
         )
 
-        assert "<uip:cite sources='[...]'>factual claim here</uip:cite>" in prompt
-
-    def test_citation_format_trailing_in_prompt(self):
-        """Trailing citation format appears in prompt for GPT models."""
-        prompt = get_chat_system_prompt(
-            model="gpt-4o",
-            system_message=SYSTEM_MESSAGE,
-            agent_name="Test Agent",
-            user_settings=None,
+        assert (
+            '<uip:cite title="Document Title" reference="https://url" page_number="1"/>'
+            in prompt
         )
 
-        assert "factual claim here<uip:cite sources='[...]'></uip:cite>" in prompt
-
-    def test_wrapped_citation_examples_in_prompt(self):
-        """Wrapped citation examples appear for non-GPT models."""
+    def test_citation_format_gpt(self):
         prompt = get_chat_system_prompt(
-            model="claude-3-sonnet",
+            model="gpt-4o",
             system_message=SYSTEM_MESSAGE,
             agent_name="Test Agent",
             user_settings=None,
         )
 
-        # Check wrapped example
         assert (
-            '<uip:cite sources=\'[{"title":"Study","url":"https://example.com"}]\'>AI adoption is growing</uip:cite>'
+            '<uip:cite title="Document Title" reference="https://url" page_number="1"/>'
             in prompt
         )
-        # Should NOT contain trailing example pattern
-        assert (
-            'AI adoption is growing<uip:cite sources=\'[{"title":"Study","url":"https://example.com"}]\'></uip:cite>'
-            not in prompt
-        )
 
-    def test_trailing_citation_examples_in_prompt(self):
-        """Trailing citation examples appear for GPT models."""
+    def test_citation_examples_in_prompt(self):
         prompt = get_chat_system_prompt(
-            model="gpt-4o",
+            model="claude-3-sonnet",
             system_message=SYSTEM_MESSAGE,
             agent_name="Test Agent",
             user_settings=None,
         )
 
-        # Check trailing example
+        assert "EXAMPLES OF CORRECT USAGE:" in prompt
         assert (
-            'AI adoption is growing<uip:cite sources=\'[{"title":"Study","url":"https://example.com"}]\'></uip:cite>'
+            '<uip:cite title="Industry Study" url="https://example.com/study"/>'
             in prompt
         )
-
-
-class TestGetCitationFormatPrompt:
-    """Tests for _get_citation_format_prompt helper."""
-
-    def test_wrapped_format(self):
-        """Returns wrapped format string."""
-        result = _get_citation_format_prompt(CitationType.WRAPPED)
-        assert "<uip:cite sources='[...]'>factual claim here</uip:cite>" in result
-
-    def test_trailing_format(self):
-        """Returns trailing format string."""
-        result = _get_citation_format_prompt(CitationType.TRAILING)
-        assert "factual claim here<uip:cite sources='[...]'></uip:cite>" in result
-
-    def test_none_format(self):
-        """Returns empty string for NONE type."""
-        result = _get_citation_format_prompt(CitationType.NONE)
-        assert result == ""
-
-
-class TestGetCitationExamplePrompt:
-    """Tests for _get_citation_example_prompt helper."""
-
-    def test_wrapped_example(self):
-        """Returns wrapped example string."""
-        result = _get_citation_example_prompt(CitationType.WRAPPED)
-        assert "EXAMPLES OF CORRECT USAGE:" in result
-        assert "CRITICAL ERRORS TO AVOID:" in result
-        assert (
-            '<uip:cite sources=\'[{"title":"Study","url":"https://example.com"}]\'>AI adoption is growing</uip:cite>'
-            in result
-        )
-
-    def test_trailing_example(self):
-        """Returns trailing example string."""
-        result = _get_citation_example_prompt(CitationType.TRAILING)
-        assert "EXAMPLES OF CORRECT USAGE:" in result
-        assert "CRITICAL ERRORS TO AVOID:" in result
         assert (
-            'AI adoption is growing<uip:cite sources=\'[{"title":"Study","url":"https://example.com"}]\'></uip:cite>'
-            in result
+            '<uip:cite title="Policy Manual v2.pdf" reference="https://docs.example.com/ref" page_number="15"/>'
+            in prompt
         )
-
-    def test_none_example(self):
-        """Returns empty string for NONE type."""
-        result = _get_citation_example_prompt(CitationType.NONE)
-        assert result == ""
+        assert "CRITICAL ERRORS TO AVOID:" in prompt
 
 
 class TestPromptUserSettings:
diff --git a/tests/agent/utils/test_load_agent_definition.py b/packages/uipath/tests/agent/utils/test_load_agent_definition.py
similarity index 100%
rename from tests/agent/utils/test_load_agent_definition.py
rename to packages/uipath/tests/agent/utils/test_load_agent_definition.py
diff --git a/tests/agent/utils/test_text_tokens.py b/packages/uipath/tests/agent/utils/test_text_tokens.py
similarity index 100%
rename from tests/agent/utils/test_text_tokens.py
rename to packages/uipath/tests/agent/utils/test_text_tokens.py
diff --git a/packages/uipath/tests/cli/chat/__init__.py b/packages/uipath/tests/cli/chat/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/cli/chat/test_bridge.py b/packages/uipath/tests/cli/chat/test_bridge.py
similarity index 100%
rename from tests/cli/chat/test_bridge.py
rename to packages/uipath/tests/cli/chat/test_bridge.py
diff --git a/tests/cli/conftest.py b/packages/uipath/tests/cli/conftest.py
similarity index 100%
rename from tests/cli/conftest.py
rename to packages/uipath/tests/cli/conftest.py
diff --git a/tests/cli/contract/test_sdk_cli_alignment.py b/packages/uipath/tests/cli/contract/test_sdk_cli_alignment.py
similarity index 100%
rename from tests/cli/contract/test_sdk_cli_alignment.py
rename to packages/uipath/tests/cli/contract/test_sdk_cli_alignment.py
diff --git a/tests/cli/eval/evals/eval-sets/default.json b/packages/uipath/tests/cli/eval/evals/eval-sets/default.json
similarity index 100%
rename from tests/cli/eval/evals/eval-sets/default.json
rename to packages/uipath/tests/cli/eval/evals/eval-sets/default.json
diff --git a/tests/cli/eval/evals/eval-sets/multiple-evals.json b/packages/uipath/tests/cli/eval/evals/eval-sets/multiple-evals.json
similarity index 100%
rename from tests/cli/eval/evals/eval-sets/multiple-evals.json
rename to packages/uipath/tests/cli/eval/evals/eval-sets/multiple-evals.json
diff --git a/tests/cli/eval/evals/evaluators/exact-match.json b/packages/uipath/tests/cli/eval/evals/evaluators/exact-match.json
similarity index 100%
rename from tests/cli/eval/evals/evaluators/exact-match.json
rename to packages/uipath/tests/cli/eval/evals/evaluators/exact-match.json
diff --git a/tests/cli/eval/mocks/test_cache_manager.py b/packages/uipath/tests/cli/eval/mocks/test_cache_manager.py
similarity index 97%
rename from tests/cli/eval/mocks/test_cache_manager.py
rename to packages/uipath/tests/cli/eval/mocks/test_cache_manager.py
index eafeab092..508d38357 100644
--- a/tests/cli/eval/mocks/test_cache_manager.py
+++ b/packages/uipath/tests/cli/eval/mocks/test_cache_manager.py
@@ -5,8 +5,8 @@
 
 import pytest
 
-from uipath._cli._evals.mocks.cache_manager import CacheManager
-from uipath._cli._evals.mocks.mocks import cache_manager_context
+from uipath.eval.mocks._cache_manager import CacheManager
+from uipath.eval.mocks._mock_context import cache_manager_context
 
 
 @pytest.fixture
diff --git a/tests/cli/eval/mocks/test_input_mocker.py b/packages/uipath/tests/cli/eval/mocks/test_input_mocker.py
similarity index 93%
rename from tests/cli/eval/mocks/test_input_mocker.py
rename to packages/uipath/tests/cli/eval/mocks/test_input_mocker.py
index c9b3d8341..72b3765df 100644
--- a/tests/cli/eval/mocks/test_input_mocker.py
+++ b/packages/uipath/tests/cli/eval/mocks/test_input_mocker.py
@@ -4,12 +4,12 @@
 from _pytest.monkeypatch import MonkeyPatch
 from pytest_httpx import HTTPXMock
 
-from uipath._cli._evals._models._evaluation_set import (
+from uipath.eval.mocks._cache_manager import CacheManager
+from uipath.eval.mocks._input_mocker import generate_llm_input
+from uipath.eval.mocks._types import InputMockingStrategy, ModelSettings
+from uipath.eval.models.evaluation_set import (
     EvaluationItem,
 )
-from uipath._cli._evals.mocks.cache_manager import CacheManager
-from uipath._cli._evals.mocks.input_mocker import generate_llm_input
-from uipath._cli._evals.mocks.types import InputMockingStrategy, ModelSettings
 
 
 @pytest.mark.asyncio
diff --git a/tests/cli/eval/mocks/test_mockable_mocked_annotation.py b/packages/uipath/tests/cli/eval/mocks/test_mockable_mocked_annotation.py
similarity index 98%
rename from tests/cli/eval/mocks/test_mockable_mocked_annotation.py
rename to packages/uipath/tests/cli/eval/mocks/test_mockable_mocked_annotation.py
index fdabba32f..848ebeac1 100644
--- a/tests/cli/eval/mocks/test_mockable_mocked_annotation.py
+++ b/packages/uipath/tests/cli/eval/mocks/test_mockable_mocked_annotation.py
@@ -5,14 +5,14 @@
 
 import pytest
 
-from uipath._cli._evals._models._evaluation_set import EvaluationItem
-from uipath._cli._evals.mocks.mocks import (
+from uipath.eval.mocks import mockable
+from uipath.eval.mocks._mock_runtime import (
     clear_execution_context,
     set_execution_context,
 )
-from uipath._cli._evals.mocks.types import MockingContext
-from uipath.eval.mocks import mockable
+from uipath.eval.mocks._types import MockingContext
 from uipath.eval.mocks.mockable import MOCKED_ANNOTATION_KEY
+from uipath.eval.models.evaluation_set import EvaluationItem
 
 _mock_span_collector = MagicMock()
 
diff --git a/tests/cli/eval/mocks/test_mocks.py b/packages/uipath/tests/cli/eval/mocks/test_mocks.py
similarity index 98%
rename from tests/cli/eval/mocks/test_mocks.py
rename to packages/uipath/tests/cli/eval/mocks/test_mocks.py
index a134cd8c6..bdbdd3dc2 100644
--- a/tests/cli/eval/mocks/test_mocks.py
+++ b/packages/uipath/tests/cli/eval/mocks/test_mocks.py
@@ -7,24 +7,26 @@
 from pydantic import BaseModel
 from pytest_httpx import HTTPXMock
 
-from uipath._cli._evals._models._evaluation_set import (
-    EvaluationItem,
-)
-from uipath._cli._evals.mocks.cache_manager import CacheManager
-from uipath._cli._evals.mocks.mocker import UiPathMockResponseGenerationError
-from uipath._cli._evals.mocks.mocks import (
+from uipath.eval.mocks import mockable
+from uipath.eval.mocks._cache_manager import CacheManager
+from uipath.eval.mocks._mock_context import (
     _normalize_tool_name,
-    clear_execution_context,
     is_tool_simulated,
+)
+from uipath.eval.mocks._mock_runtime import (
+    clear_execution_context,
     set_execution_context,
 )
-from uipath._cli._evals.mocks.types import (
+from uipath.eval.mocks._mocker import UiPathMockResponseGenerationError
+from uipath.eval.mocks._types import (
     LLMMockingStrategy,
     MockingContext,
     MockitoMockingStrategy,
     ToolSimulation,
 )
-from uipath.eval.mocks import mockable
+from uipath.eval.models.evaluation_set import (
+    EvaluationItem,
+)
 
 _mock_span_collector = MagicMock()
 
diff --git a/packages/uipath/tests/cli/eval/test_apply_file_overrides.py b/packages/uipath/tests/cli/eval/test_apply_file_overrides.py
new file mode 100644
index 000000000..9b6400b20
--- /dev/null
+++ b/packages/uipath/tests/cli/eval/test_apply_file_overrides.py
@@ -0,0 +1,378 @@
+"""Tests for _apply_file_overrides_to_conversational_inputs in uipath.eval.helpers."""
+
+from typing import Any
+
+from uipath.eval.helpers import _apply_file_overrides_to_conversational_inputs
+from uipath.eval.models._conversational_utils import (
+    LegacyConversationalEvalInput,
+    LegacyConversationalEvalInputAgentMessage,
+    LegacyConversationalEvalJobAttachmentReference,
+    LegacyConversationalEvalUserMessage,
+)
+
+
+def _make_attachment(
+    id: str, full_name: str, mime_type: str = "application/pdf"
+) -> LegacyConversationalEvalJobAttachmentReference:
+    return LegacyConversationalEvalJobAttachmentReference(
+        ID=id, FullName=full_name, MimeType=mime_type
+    )
+
+
+def _make_conversational_inputs(
+    current_prompt_text: str = "hello",
+    current_prompt_attachments: list[LegacyConversationalEvalJobAttachmentReference]
+    | None = None,
+    conversation_history: list[list[Any]] | None = None,
+) -> LegacyConversationalEvalInput:
+    current_user_prompt = LegacyConversationalEvalUserMessage(
+        role="user",
+        text=current_prompt_text,
+        attachments=current_prompt_attachments,
+    )
+    return LegacyConversationalEvalInput(
+        conversationHistory=conversation_history or [],
+        currentUserPrompt=current_user_prompt,
+    )
+
+
+class TestApplyFileOverridesNoOp:
+    """Tests where the function should be a no-op."""
+
+    def test_empty_overrides(self) -> None:
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        _apply_file_overrides_to_conversational_inputs(inputs, {})
+        assert attachment.id == "old-id"
+
+    def test_no_overrides(self) -> None:
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        _apply_file_overrides_to_conversational_inputs(inputs, {})
+        assert attachment.id == "old-id"
+
+    def test_overrides_without_id_key_are_ignored(self) -> None:
+        """Dicts without 'ID' key should not be treated as file overrides."""
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {"someField": {"name": "not-a-file"}}
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "old-id"
+
+    def test_string_override_values_are_ignored(self) -> None:
+        """Non-dict, non-list override values should be skipped."""
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {"someField": "just a string", "anotherField": 42}
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "old-id"
+
+    def test_no_matching_attachment_by_name(self) -> None:
+        """Override with a FullName that doesn't match any attachment."""
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "other.pdf",
+                "MimeType": "application/pdf",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "old-id"
+
+    def test_no_attachments_on_current_prompt(self) -> None:
+        """No error when current_user_prompt has no attachments."""
+        inputs = _make_conversational_inputs(current_prompt_attachments=None)
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "file.pdf",
+                "MimeType": "application/pdf",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+
+    def test_empty_attachments_list(self) -> None:
+        """No error when current_user_prompt has empty attachments list."""
+        inputs = _make_conversational_inputs(current_prompt_attachments=[])
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "file.pdf",
+                "MimeType": "application/pdf",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+
+
+class TestApplyFileOverridesSingleDict:
+    """Tests for single-dict override values."""
+
+    def test_override_updates_id(self) -> None:
+        attachment = _make_attachment("old-id", "report.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "report.pdf",
+                "MimeType": "application/pdf",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "new-id"
+
+    def test_override_updates_full_name(self) -> None:
+        attachment = _make_attachment("old-id", "report.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "report.pdf",
+                "MimeType": "text/plain",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.full_name == "report.pdf"
+
+    def test_override_updates_mime_type(self) -> None:
+        attachment = _make_attachment("old-id", "report.pdf", "application/pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "report.pdf",
+                "MimeType": "text/plain",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.mime_type == "text/plain"
+
+    def test_override_without_mime_type_preserves_original(self) -> None:
+        attachment = _make_attachment("old-id", "report.pdf", "application/pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {"files": {"ID": "new-id", "FullName": "report.pdf"}}
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "new-id"
+        assert attachment.mime_type == "application/pdf"
+
+
+class TestApplyFileOverridesArrayValues:
+    """Tests for array-based override values."""
+
+    def test_override_from_array_of_files(self) -> None:
+        attachment = _make_attachment("old-id", "doc.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": [
+                {
+                    "ID": "new-id-1",
+                    "FullName": "doc.pdf",
+                    "MimeType": "application/pdf",
+                },
+                {
+                    "ID": "new-id-2",
+                    "FullName": "other.pdf",
+                    "MimeType": "application/pdf",
+                },
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "new-id-1"
+
+    def test_multiple_attachments_matched_from_array(self) -> None:
+        att1 = _make_attachment("old-1", "a.pdf")
+        att2 = _make_attachment("old-2", "b.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[att1, att2])
+        overrides = {
+            "files": [
+                {"ID": "new-1", "FullName": "a.pdf", "MimeType": "application/pdf"},
+                {"ID": "new-2", "FullName": "b.pdf", "MimeType": "text/plain"},
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert att1.id == "new-1"
+        assert att2.id == "new-2"
+        assert att2.mime_type == "text/plain"
+
+    def test_non_dict_items_in_array_are_skipped(self) -> None:
+        """Non-dict items in an override array should be safely ignored."""
+        attachment = _make_attachment("old-id", "doc.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": [
+                "not-a-dict",
+                42,
+                {"ID": "new-id", "FullName": "doc.pdf", "MimeType": "application/pdf"},
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "new-id"
+
+    def test_dicts_without_id_in_array_are_skipped(self) -> None:
+        """Dicts in array that lack 'ID' should not be treated as file overrides."""
+        attachment = _make_attachment("old-id", "doc.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": [
+                {"name": "not-a-file"},
+                {"ID": "new-id", "FullName": "doc.pdf", "MimeType": "application/pdf"},
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "new-id"
+
+
+class TestApplyFileOverridesMultipleOverrideKeys:
+    """Tests for overrides with multiple top-level keys."""
+
+    def test_file_overrides_collected_across_multiple_keys(self) -> None:
+        att1 = _make_attachment("old-1", "a.pdf")
+        att2 = _make_attachment("old-2", "b.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[att1, att2])
+        overrides = {
+            "primaryFile": {
+                "ID": "new-1",
+                "FullName": "a.pdf",
+                "MimeType": "application/pdf",
+            },
+            "secondaryFiles": [
+                {"ID": "new-2", "FullName": "b.pdf", "MimeType": "text/plain"},
+            ],
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert att1.id == "new-1"
+        assert att2.id == "new-2"
+
+
+class TestApplyFileOverridesEdgeCases:
+    """Edge cases for the override logic."""
+
+    def test_file_override_without_full_name_is_not_indexed(self) -> None:
+        """File dicts with ID but no FullName cannot match any attachment."""
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {"files": {"ID": "new-id"}}
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "old-id"
+
+    def test_duplicate_full_names_last_wins(self) -> None:
+        """When multiple overrides share the same FullName, the last one wins in the dict comprehension."""
+        attachment = _make_attachment("old-id", "file.pdf")
+        inputs = _make_conversational_inputs(current_prompt_attachments=[attachment])
+        overrides = {
+            "files": [
+                {
+                    "ID": "first-id",
+                    "FullName": "file.pdf",
+                    "MimeType": "application/pdf",
+                },
+                {"ID": "second-id", "FullName": "file.pdf", "MimeType": "text/plain"},
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert attachment.id == "second-id"
+        assert attachment.mime_type == "text/plain"
+
+
+class TestApplyFileOverridesConversationHistory:
+    """Tests for overrides applied to conversation history attachments."""
+
+    def test_override_applied_to_history_user_message(self) -> None:
+        history_attachment = _make_attachment("old-hist", "history.pdf")
+        history_msg = LegacyConversationalEvalUserMessage(
+            role="user", text="past message", attachments=[history_attachment]
+        )
+        inputs = _make_conversational_inputs(
+            conversation_history=[[history_msg]],
+        )
+        overrides = {
+            "files": {
+                "ID": "new-hist",
+                "FullName": "history.pdf",
+                "MimeType": "application/pdf",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert history_attachment.id == "new-hist"
+
+    def test_override_applied_to_both_current_and_history(self) -> None:
+        current_att = _make_attachment("old-curr", "current.pdf")
+        history_att = _make_attachment("old-hist", "history.pdf")
+        history_msg = LegacyConversationalEvalUserMessage(
+            role="user", text="past message", attachments=[history_att]
+        )
+        inputs = _make_conversational_inputs(
+            current_prompt_attachments=[current_att],
+            conversation_history=[[history_msg]],
+        )
+        overrides = {
+            "files": [
+                {
+                    "ID": "new-curr",
+                    "FullName": "current.pdf",
+                    "MimeType": "application/pdf",
+                },
+                {
+                    "ID": "new-hist",
+                    "FullName": "history.pdf",
+                    "MimeType": "application/pdf",
+                },
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert current_att.id == "new-curr"
+        assert history_att.id == "new-hist"
+
+    def test_agent_messages_without_attachments_are_skipped(self) -> None:
+        """Agent messages don't have attachments; they should be safely iterated."""
+        current_att = _make_attachment("old-id", "file.pdf")
+        agent_msg = LegacyConversationalEvalInputAgentMessage(
+            role="agent", text="agent response"
+        )
+        user_msg = LegacyConversationalEvalUserMessage(
+            role="user", text="user follow-up", attachments=None
+        )
+        inputs = _make_conversational_inputs(
+            current_prompt_attachments=[current_att],
+            conversation_history=[[user_msg, agent_msg]],
+        )
+        overrides = {
+            "files": {
+                "ID": "new-id",
+                "FullName": "file.pdf",
+                "MimeType": "application/pdf",
+            }
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert current_att.id == "new-id"
+
+    def test_multiple_exchanges_in_history(self) -> None:
+        att1 = _make_attachment("old-1", "first.pdf")
+        att2 = _make_attachment("old-2", "second.pdf")
+        exchange1 = [
+            LegacyConversationalEvalUserMessage(
+                role="user", text="msg1", attachments=[att1]
+            ),
+        ]
+        exchange2 = [
+            LegacyConversationalEvalUserMessage(
+                role="user", text="msg2", attachments=[att2]
+            ),
+        ]
+        inputs = _make_conversational_inputs(
+            conversation_history=[exchange1, exchange2],
+        )
+        overrides = {
+            "files": [
+                {"ID": "new-1", "FullName": "first.pdf", "MimeType": "application/pdf"},
+                {
+                    "ID": "new-2",
+                    "FullName": "second.pdf",
+                    "MimeType": "application/pdf",
+                },
+            ]
+        }
+        _apply_file_overrides_to_conversational_inputs(inputs, overrides)
+        assert att1.id == "new-1"
+        assert att2.id == "new-2"
diff --git a/packages/uipath/tests/cli/eval/test_conversational_utils.py b/packages/uipath/tests/cli/eval/test_conversational_utils.py
new file mode 100644
index 000000000..9a4d73a0b
--- /dev/null
+++ b/packages/uipath/tests/cli/eval/test_conversational_utils.py
@@ -0,0 +1,749 @@
+"""Tests for conversational eval utilities."""
+
+from uipath.core.chat import UiPathExternalValue, UiPathInlineValue
+from uipath.eval.models._conversational_utils import (
+    LegacyConversationalEvalInput,
+    LegacyConversationalEvalInputAgentMessage,
+    LegacyConversationalEvalInputToolCall,
+    LegacyConversationalEvalInputToolCallResult,
+    LegacyConversationalEvalJobAttachmentReference,
+    LegacyConversationalEvalOutput,
+    LegacyConversationalEvalOutputAgentMessage,
+    LegacyConversationalEvalOutputToolCall,
+    LegacyConversationalEvalUserMessage,
+    UiPathLegacyEvalChatMessagesMapper,
+)
+
+
+class TestLegacyConversationalEvalInputToUiPathMessages:
+    """Tests for converting legacy eval input to UiPath messages."""
+
+    def test_converts_simple_conversation(self):
+        """Should convert simple user-agent conversation."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Hello"),
+                    LegacyConversationalEvalInputAgentMessage(text="Hi there!"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="How are you?"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        # Should have 3 messages: user, agent, user
+        assert len(result) == 3
+        assert result[0].role == "user"
+        assert isinstance(result[0].content_parts[0].data, UiPathInlineValue)
+        assert result[0].content_parts[0].data.inline == "Hello"
+        assert result[1].role == "assistant"
+        assert isinstance(result[1].content_parts[0].data, UiPathInlineValue)
+        assert result[1].content_parts[0].data.inline == "Hi there!"
+        assert result[2].role == "user"
+        assert isinstance(result[2].content_parts[0].data, UiPathInlineValue)
+        assert result[2].content_parts[0].data.inline == "How are you?"
+
+    def test_converts_user_message_with_text_plain_mime_type(self):
+        """User messages should have text/plain mime type."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Test"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        assert len(result) == 1
+        assert result[0].content_parts[0].mime_type == "text/plain"
+
+    def test_converts_agent_message_with_text_markdown_mime_type(self):
+        """Agent messages should have text/markdown mime type."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Question"),
+                    LegacyConversationalEvalInputAgentMessage(text="**Answer**"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Next"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        # Agent message is at index 1
+        assert result[1].content_parts[0].mime_type == "text/markdown"
+
+    def test_converts_agent_message_with_tool_calls(self):
+        """Should convert agent messages with tool calls and results."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Search for data"),
+                    LegacyConversationalEvalInputAgentMessage(
+                        text="Let me search",
+                        toolCalls=[
+                            LegacyConversationalEvalInputToolCall(
+                                name="search_tool",
+                                arguments={"query": "test"},
+                                result=LegacyConversationalEvalInputToolCallResult(
+                                    value={"results": ["item1", "item2"]},
+                                    isError=False,
+                                ),
+                            )
+                        ],
+                    ),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Thanks"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        agent_message = result[1]
+        assert agent_message.role == "assistant"
+        assert len(agent_message.tool_calls) == 1
+        assert agent_message.tool_calls[0].name == "search_tool"
+        assert agent_message.tool_calls[0].input == {"query": "test"}
+        assert agent_message.tool_calls[0].result is not None
+        assert agent_message.tool_calls[0].result.output == {
+            "results": ["item1", "item2"]
+        }
+        assert agent_message.tool_calls[0].result.is_error is False
+
+    def test_converts_tool_call_with_error_result(self):
+        """Should handle tool calls with error results."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Do something"),
+                    LegacyConversationalEvalInputAgentMessage(
+                        text="Trying",
+                        toolCalls=[
+                            LegacyConversationalEvalInputToolCall(
+                                name="failing_tool",
+                                arguments={},
+                                result=LegacyConversationalEvalInputToolCallResult(
+                                    value="Error occurred",
+                                    isError=True,
+                                ),
+                            )
+                        ],
+                    ),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Ok"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        tool_call = result[1].tool_calls[0]
+        assert tool_call.result is not None
+        assert tool_call.result.is_error is True
+        assert tool_call.result.output == "Error occurred"
+
+    def test_converts_multiple_exchanges(self):
+        """Should handle multiple conversation exchanges."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="First question"),
+                    LegacyConversationalEvalInputAgentMessage(text="First answer"),
+                ],
+                [
+                    LegacyConversationalEvalUserMessage(text="Second question"),
+                    LegacyConversationalEvalInputAgentMessage(text="Second answer"),
+                ],
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(
+                text="Third question"
+            ),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        assert len(result) == 5  # 2 exchanges (4 messages) + current prompt
+        assert isinstance(result[0].content_parts[0].data, UiPathInlineValue)
+        assert result[0].content_parts[0].data.inline == "First question"
+        assert isinstance(result[1].content_parts[0].data, UiPathInlineValue)
+        assert result[1].content_parts[0].data.inline == "First answer"
+        assert isinstance(result[2].content_parts[0].data, UiPathInlineValue)
+        assert result[2].content_parts[0].data.inline == "Second question"
+        assert isinstance(result[3].content_parts[0].data, UiPathInlineValue)
+        assert result[3].content_parts[0].data.inline == "Second answer"
+        assert isinstance(result[4].content_parts[0].data, UiPathInlineValue)
+        assert result[4].content_parts[0].data.inline == "Third question"
+
+    def test_converts_exchange_with_multiple_agent_messages(self):
+        """Should handle exchanges with multiple agent responses."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Question"),
+                    LegacyConversationalEvalInputAgentMessage(
+                        text="Using tool",
+                        toolCalls=[
+                            LegacyConversationalEvalInputToolCall(
+                                name="tool1",
+                                arguments={"x": 1},
+                                result=LegacyConversationalEvalInputToolCallResult(
+                                    value="result1",
+                                    isError=False,
+                                ),
+                            )
+                        ],
+                    ),
+                    LegacyConversationalEvalInputAgentMessage(text="Final answer"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Next"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        assert len(result) == 4  # user, agent with tool, agent final, current user
+        assert result[0].role == "user"
+        assert result[1].role == "assistant"
+        assert len(result[1].tool_calls) == 1
+        assert result[2].role == "assistant"
+        assert len(result[2].tool_calls) == 0
+        assert result[3].role == "user"
+
+    def test_generates_unique_ids_for_messages(self):
+        """Should generate unique message IDs."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Q1"),
+                    LegacyConversationalEvalInputAgentMessage(text="A1"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Q2"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        message_ids = [msg.message_id for msg in result]
+        assert len(message_ids) == len(set(message_ids))  # All unique
+
+    def test_generates_unique_content_part_ids(self):
+        """Should generate unique content part IDs."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Q"),
+                    LegacyConversationalEvalInputAgentMessage(text="A"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Q2"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        content_part_ids = [
+            part.content_part_id for msg in result for part in msg.content_parts
+        ]
+        assert len(content_part_ids) == len(set(content_part_ids))
+
+    def test_empty_conversation_history(self):
+        """Should handle empty conversation history."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="First message"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        assert len(result) == 1
+        assert result[0].role == "user"
+        assert isinstance(result[0].content_parts[0].data, UiPathInlineValue)
+        assert result[0].content_parts[0].data.inline == "First message"
+
+    def test_blank_text_in_message_creates_empty_content_parts(self):
+        """Should create empty content_parts when user message has blank text."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text=""),
+                    LegacyConversationalEvalInputAgentMessage(text=""),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text=""),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        # Empty text content should result in no text content-parts
+        assert len(result[0].content_parts) == 0
+        assert len(result[1].content_parts) == 0
+        assert len(result[2].content_parts) == 0
+
+    def test_blank_text_with_tool_calls_creates_empty_content_parts(self):
+        """Should create empty content_parts when agent message with tool calls has blank text."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(text="Search for data"),
+                    LegacyConversationalEvalInputAgentMessage(
+                        text="",
+                        toolCalls=[
+                            LegacyConversationalEvalInputToolCall(
+                                name="search_tool",
+                                arguments={"query": "test"},
+                                result=LegacyConversationalEvalInputToolCallResult(
+                                    value={"results": ["item1"]},
+                                    isError=False,
+                                ),
+                            )
+                        ],
+                    ),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Thanks"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        agent_message = result[1]
+        assert agent_message.role == "assistant"
+        # Empty content should result in no text content-parts
+        assert len(agent_message.content_parts) == 0
+        # Tool calls should still be present
+        assert len(agent_message.tool_calls) == 1
+
+    def test_converts_user_message_with_single_attachment(self):
+        """Should convert user message with a single attachment to UiPathExternalValue content part."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(
+                        text="See attached",
+                        attachments=[
+                            LegacyConversationalEvalJobAttachmentReference(
+                                ID="abc-123",
+                                FullName="report.pdf",
+                                MimeType="application/pdf",
+                            )
+                        ],
+                    ),
+                    LegacyConversationalEvalInputAgentMessage(text="Got it"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Next"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        user_msg = result[0]
+        assert len(user_msg.content_parts) == 2
+        # First part is text
+        assert isinstance(user_msg.content_parts[0].data, UiPathInlineValue)
+        assert user_msg.content_parts[0].data.inline == "See attached"
+        # Second part is attachment
+        assert isinstance(user_msg.content_parts[1].data, UiPathExternalValue)
+        assert (
+            user_msg.content_parts[1].data.uri
+            == "urn:uipath:cas:file:orchestrator:abc-123"
+        )
+        assert user_msg.content_parts[1].name == "report.pdf"
+        assert user_msg.content_parts[1].mime_type == "application/pdf"
+
+    def test_converts_user_message_with_multiple_attachments(self):
+        """Should convert user message with multiple attachments."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(
+                        text="Here are the files",
+                        attachments=[
+                            LegacyConversationalEvalJobAttachmentReference(
+                                ID="id-1",
+                                FullName="file1.csv",
+                                MimeType="text/csv",
+                            ),
+                            LegacyConversationalEvalJobAttachmentReference(
+                                ID="id-2",
+                                FullName="file2.xlsx",
+                                MimeType="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet",
+                            ),
+                        ],
+                    ),
+                    LegacyConversationalEvalInputAgentMessage(text="Received"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Analyze"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        user_msg = result[0]
+        assert len(user_msg.content_parts) == 3  # 1 text + 2 attachments
+        assert isinstance(user_msg.content_parts[1].data, UiPathExternalValue)
+        assert (
+            user_msg.content_parts[1].data.uri
+            == "urn:uipath:cas:file:orchestrator:id-1"
+        )
+        assert user_msg.content_parts[1].name == "file1.csv"
+        assert isinstance(user_msg.content_parts[2].data, UiPathExternalValue)
+        assert (
+            user_msg.content_parts[2].data.uri
+            == "urn:uipath:cas:file:orchestrator:id-2"
+        )
+        assert user_msg.content_parts[2].name == "file2.xlsx"
+
+    def test_converts_current_user_prompt_with_attachment(self):
+        """Should convert current user prompt attachments."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(
+                text="Process this",
+                attachments=[
+                    LegacyConversationalEvalJobAttachmentReference(
+                        ID="prompt-att-1",
+                        FullName="data.json",
+                        MimeType="application/json",
+                    )
+                ],
+            ),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        assert len(result) == 1
+        prompt_msg = result[0]
+        assert len(prompt_msg.content_parts) == 2
+        assert isinstance(prompt_msg.content_parts[1].data, UiPathExternalValue)
+        assert (
+            prompt_msg.content_parts[1].data.uri
+            == "urn:uipath:cas:file:orchestrator:prompt-att-1"
+        )
+        assert prompt_msg.content_parts[1].name == "data.json"
+        assert prompt_msg.content_parts[1].mime_type == "application/json"
+
+    def test_user_message_with_no_attachments_unchanged(self):
+        """Should not add attachment content parts when attachments is None."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(
+                        text="No attachments here", attachments=None
+                    ),
+                    LegacyConversationalEvalInputAgentMessage(text="Ok"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Done"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        user_msg = result[0]
+        assert len(user_msg.content_parts) == 1
+        assert isinstance(user_msg.content_parts[0].data, UiPathInlineValue)
+
+    def test_user_message_with_empty_text_and_attachment(self):
+        """Should create only attachment content part when text is empty."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(
+                        text="",
+                        attachments=[
+                            LegacyConversationalEvalJobAttachmentReference(
+                                ID="att-only",
+                                FullName="image.png",
+                                MimeType="image/png",
+                            )
+                        ],
+                    ),
+                    LegacyConversationalEvalInputAgentMessage(text="I see the image"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(text="Thanks"),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        user_msg = result[0]
+        # No text part (empty text), only attachment
+        assert len(user_msg.content_parts) == 1
+        assert isinstance(user_msg.content_parts[0].data, UiPathExternalValue)
+        assert (
+            user_msg.content_parts[0].data.uri
+            == "urn:uipath:cas:file:orchestrator:att-only"
+        )
+        assert user_msg.content_parts[0].name == "image.png"
+
+    def test_attachment_content_parts_have_unique_ids(self):
+        """Should generate unique content part IDs for attachment parts."""
+        eval_input = LegacyConversationalEvalInput(
+            conversationHistory=[
+                [
+                    LegacyConversationalEvalUserMessage(
+                        text="Files",
+                        attachments=[
+                            LegacyConversationalEvalJobAttachmentReference(
+                                ID="a1",
+                                FullName="f1.txt",
+                                MimeType="text/plain",
+                            ),
+                            LegacyConversationalEvalJobAttachmentReference(
+                                ID="a2",
+                                FullName="f2.txt",
+                                MimeType="text/plain",
+                            ),
+                        ],
+                    ),
+                    LegacyConversationalEvalInputAgentMessage(text="Ok"),
+                ]
+            ],
+            currentUserPrompt=LegacyConversationalEvalUserMessage(
+                text="More",
+                attachments=[
+                    LegacyConversationalEvalJobAttachmentReference(
+                        ID="a3",
+                        FullName="f3.txt",
+                        MimeType="text/plain",
+                    )
+                ],
+            ),
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_input_to_uipath_message_list(
+            eval_input
+        )
+
+        all_ids = [part.content_part_id for msg in result for part in msg.content_parts]
+        assert len(all_ids) == len(set(all_ids))
+
+
+class TestLegacyConversationalEvalOutputToUiPathMessageData:
+    """Tests for converting legacy eval output to UiPath message data."""
+
+    def test_converts_simple_agent_response(self):
+        """Should convert simple agent response."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(text="Here is the answer")
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 1
+        assert result[0].role == "assistant"
+        assert len(result[0].content_parts) == 1
+        assert isinstance(result[0].content_parts[0].data, UiPathInlineValue)
+        assert result[0].content_parts[0].data.inline == "Here is the answer"
+        assert result[0].content_parts[0].mime_type == "text/markdown"
+
+    def test_converts_agent_response_with_tool_calls(self):
+        """Should convert agent responses with tool calls."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(
+                    text="Using tool",
+                    toolCalls=[
+                        LegacyConversationalEvalOutputToolCall(
+                            name="search",
+                            arguments={"query": "test"},
+                        )
+                    ],
+                )
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 1
+        assert len(result[0].tool_calls) == 1
+        assert result[0].tool_calls[0].name == "search"
+        assert result[0].tool_calls[0].input == {"query": "test"}
+        # Output tool calls should not have result field
+        assert result[0].tool_calls[0].result is None
+
+    def test_converts_multiple_agent_messages(self):
+        """Should convert multiple agent messages in sequence."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(
+                    text="First response",
+                    toolCalls=[
+                        LegacyConversationalEvalOutputToolCall(
+                            name="tool1",
+                            arguments={},
+                        )
+                    ],
+                ),
+                LegacyConversationalEvalOutputAgentMessage(text="Final response"),
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 2
+        assert isinstance(result[0].content_parts[0].data, UiPathInlineValue)
+        assert result[0].content_parts[0].data.inline == "First response"
+        assert len(result[0].tool_calls) == 1
+        assert isinstance(result[1].content_parts[0].data, UiPathInlineValue)
+        assert result[1].content_parts[0].data.inline == "Final response"
+        assert len(result[1].tool_calls) == 0
+
+    def test_converts_multiple_tool_calls_in_message(self):
+        """Should handle multiple tool calls in a single message."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(
+                    text="Using multiple tools",
+                    toolCalls=[
+                        LegacyConversationalEvalOutputToolCall(
+                            name="tool1",
+                            arguments={"a": 1},
+                        ),
+                        LegacyConversationalEvalOutputToolCall(
+                            name="tool2",
+                            arguments={"b": 2},
+                        ),
+                    ],
+                )
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 1
+        assert len(result[0].tool_calls) == 2
+        assert result[0].tool_calls[0].name == "tool1"
+        assert result[0].tool_calls[0].input == {"a": 1}
+        assert result[0].tool_calls[1].name == "tool2"
+        assert result[0].tool_calls[1].input == {"b": 2}
+
+    def test_agent_message_without_tool_calls(self):
+        """Should handle agent messages without tool calls."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(text="Simple response")
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 1
+        assert len(result[0].tool_calls) == 0
+
+    def test_empty_agent_response(self):
+        """Should handle empty agent response list."""
+        eval_output = LegacyConversationalEvalOutput(agentResponse=[])
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert result == []
+
+    def test_preserves_empty_tool_arguments(self):
+        """Should preserve empty tool arguments dict."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(
+                    text="Using tool",
+                    toolCalls=[
+                        LegacyConversationalEvalOutputToolCall(
+                            name="no_arg_tool",
+                            arguments={},
+                        )
+                    ],
+                )
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert result[0].tool_calls[0].input == {}
+
+    def test_blank_text_in_agent_response_creates_empty_content_parts(self):
+        """Should create empty content_parts when agent response has blank text."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[LegacyConversationalEvalOutputAgentMessage(text="")]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 1
+        assert result[0].role == "assistant"
+        # Empty text should result in no text content-parts
+        assert len(result[0].content_parts) == 0
+
+    def test_blank_text_with_tool_calls_in_agent_response_creates_empty_content_parts(
+        self,
+    ):
+        """Should create empty content_parts when agent response with tool calls has blank text."""
+        eval_output = LegacyConversationalEvalOutput(
+            agentResponse=[
+                LegacyConversationalEvalOutputAgentMessage(
+                    text="",
+                    toolCalls=[
+                        LegacyConversationalEvalOutputToolCall(
+                            name="search",
+                            arguments={"query": "test"},
+                        )
+                    ],
+                )
+            ]
+        )
+
+        result = UiPathLegacyEvalChatMessagesMapper.legacy_conversational_eval_output_to_uipath_message_data_list(
+            eval_output
+        )
+
+        assert len(result) == 1
+        # Empty text should result in no text content-parts
+        assert len(result[0].content_parts) == 0
+        # Tool calls should still be present
+        assert len(result[0].tool_calls) == 1
diff --git a/packages/uipath/tests/cli/eval/test_eval_discovery.py b/packages/uipath/tests/cli/eval/test_eval_discovery.py
new file mode 100644
index 000000000..bce44f86c
--- /dev/null
+++ b/packages/uipath/tests/cli/eval/test_eval_discovery.py
@@ -0,0 +1,355 @@
+"""Tests for eval CLI auto-discovery of entrypoints and eval sets."""
+
+import json
+import os
+from unittest.mock import AsyncMock, Mock, patch
+
+from click.testing import CliRunner
+
+from uipath._cli import cli
+from uipath._cli.middlewares import MiddlewareResult
+
+
+def _middleware_continue():
+    return MiddlewareResult(
+        should_continue=True,
+        error_message=None,
+        should_include_stacktrace=False,
+    )
+
+
+def _make_mock_factory(entrypoints: list[str]):
+    """Create a mock runtime factory with given entrypoints."""
+    mock_factory = Mock()
+    mock_factory.discover_entrypoints.return_value = entrypoints
+    mock_factory.get_settings = AsyncMock(return_value=None)
+    mock_factory.dispose = AsyncMock()
+
+    mock_runtime = Mock()
+    mock_runtime.get_schema = AsyncMock(
+        return_value=Mock(metadata=None, input_schema=None, output_schema=None)
+    )
+    mock_runtime.dispose = AsyncMock()
+    mock_factory.new_runtime = AsyncMock(return_value=mock_runtime)
+
+    return mock_factory
+
+
+class TestEvalDiscoveryMultipleEntrypoints:
+    """Tests for when multiple entrypoints exist and none is specified."""
+
+    def test_multiple_entrypoints_shows_usage_help(
+        self, runner: CliRunner, temp_dir: str
+    ):
+        """When multiple entrypoints exist, show available entrypoints and eval sets."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            # Create uipath.json with multiple functions
+            uipath_config = {
+                "functions": {
+                    "agent_a": "src/agent_a.py:main",
+                    "agent_b": "src/agent_b.py:main",
+                }
+            }
+            with open("uipath.json", "w") as f:
+                json.dump(uipath_config, f)
+
+            # Create eval sets directory with one eval set
+            os.makedirs("evaluations/eval-sets", exist_ok=True)
+            eval_set = {
+                "version": 1.0,
+                "id": "test-set",
+                "name": "Test Set",
+                "evaluatorRefs": [],
+                "evaluations": [],
+            }
+            with open("evaluations/eval-sets/test-set.json", "w") as f:
+                json.dump(eval_set, f)
+
+            mock_factory = _make_mock_factory(["agent_a", "agent_b"])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                result = runner.invoke(cli, ["eval"])
+
+            assert result.exit_code == 0
+            assert "Available entrypoints:" in result.output
+            assert "agent_a" in result.output
+            assert "agent_b" in result.output
+            assert "Available eval sets:" in result.output
+            assert "evaluations" in result.output and "test-set.json" in result.output
+            assert "Usage: uipath eval <entrypoint> <eval_set>" in result.output
+            assert "Example:" in result.output
+
+    def test_multiple_entrypoints_no_eval_sets(self, runner: CliRunner, temp_dir: str):
+        """When multiple entrypoints exist and no eval sets, show both sections."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            with open("uipath.json", "w") as f:
+                json.dump({"functions": {"a": "a.py:main", "b": "b.py:main"}}, f)
+
+            mock_factory = _make_mock_factory(["a", "b"])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                result = runner.invoke(cli, ["eval"])
+
+            assert result.exit_code == 0
+            assert "Available entrypoints:" in result.output
+            assert "a" in result.output
+            assert "b" in result.output
+            assert "No eval sets found" in result.output
+
+
+class TestEvalDiscoveryMultipleEvalSets:
+    """Tests for when multiple eval sets exist and none is specified."""
+
+    def test_multiple_eval_sets_shows_usage_help(
+        self, runner: CliRunner, temp_dir: str
+    ):
+        """When one entrypoint but multiple eval sets, show available eval sets."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            with open("uipath.json", "w") as f:
+                json.dump({"functions": {"my_agent": "src/main.py:main"}}, f)
+
+            # Create two eval sets
+            os.makedirs("evaluations/eval-sets", exist_ok=True)
+            for name in ["set-a.json", "set-b.json"]:
+                eval_set = {
+                    "version": 1.0,
+                    "id": name,
+                    "name": name,
+                    "evaluatorRefs": [],
+                    "evaluations": [],
+                }
+                with open(f"evaluations/eval-sets/{name}", "w") as f:
+                    json.dump(eval_set, f)
+
+            mock_factory = _make_mock_factory(["my_agent"])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                result = runner.invoke(cli, ["eval"])
+
+            assert result.exit_code == 0
+            assert "Available entrypoints:" in result.output
+            assert "my_agent" in result.output
+            assert "Available eval sets:" in result.output
+            assert "set-a.json" in result.output
+            assert "set-b.json" in result.output
+            assert "Usage: uipath eval <entrypoint> <eval_set>" in result.output
+            assert "Example: uipath eval my_agent" in result.output
+
+    def test_eval_sets_show_full_relative_path(self, runner: CliRunner, temp_dir: str):
+        """Eval sets in the help message should show the full relative path."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            with open("uipath.json", "w") as f:
+                json.dump({"functions": {"agent": "main.py:main"}}, f)
+
+            os.makedirs("evaluations/eval-sets", exist_ok=True)
+            for name in ["alpha.json", "beta.json"]:
+                with open(f"evaluations/eval-sets/{name}", "w") as f:
+                    json.dump(
+                        {
+                            "version": 1.0,
+                            "id": name,
+                            "name": name,
+                            "evaluatorRefs": [],
+                            "evaluations": [],
+                        },
+                        f,
+                    )
+
+            mock_factory = _make_mock_factory(["agent"])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                result = runner.invoke(cli, ["eval"])
+
+            # Should contain full relative paths, not just filenames
+            output = result.output.replace("\\", "/")
+            assert "evaluations/eval-sets/alpha.json" in output
+            assert "evaluations/eval-sets/beta.json" in output
+
+
+class TestEvalDiscoverySingleEntrypointAndEvalSet:
+    """Tests for auto-discovery when exactly one entrypoint and one eval set exist."""
+
+    def test_single_entrypoint_and_eval_set_does_not_show_help(
+        self, runner: CliRunner, temp_dir: str
+    ):
+        """When exactly one entrypoint and one eval set, discovery succeeds (no help shown)."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            with open("uipath.json", "w") as f:
+                json.dump({"functions": {"my_agent": "main.py:main"}}, f)
+
+            os.makedirs("evaluations/eval-sets", exist_ok=True)
+            eval_set = {
+                "version": 1.0,
+                "id": "test-set",
+                "name": "Test Set",
+                "evaluatorRefs": [],
+                "evaluations": [],
+            }
+            with open("evaluations/eval-sets/test-set.json", "w") as f:
+                json.dump(eval_set, f)
+
+            mock_factory = _make_mock_factory(["my_agent"])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                result = runner.invoke(cli, ["eval"])
+
+            # Should NOT show usage help (discovery succeeded)
+            assert "Available entrypoints:" not in result.output
+            assert "Usage: uipath eval" not in result.output
+
+
+class TestEvalDiscoveryNoEntrypoints:
+    """Tests for when no entrypoints are found."""
+
+    def test_no_entrypoints_shows_helpful_message(
+        self, runner: CliRunner, temp_dir: str
+    ):
+        """When no entrypoints found, show a helpful message."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            os.makedirs("evaluations/eval-sets", exist_ok=True)
+            with open("evaluations/eval-sets/test.json", "w") as f:
+                json.dump(
+                    {
+                        "version": 1.0,
+                        "id": "t",
+                        "name": "t",
+                        "evaluatorRefs": [],
+                        "evaluations": [],
+                    },
+                    f,
+                )
+
+            mock_factory = _make_mock_factory([])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                result = runner.invoke(cli, ["eval"])
+
+            assert result.exit_code == 0
+            assert "No entrypoints found" in result.output
+            assert "Usage: uipath eval <entrypoint> <eval_set>" in result.output
+
+
+class TestEvalDiscoveryExplicitArgs:
+    """Tests for when entrypoint and/or eval set are explicitly provided."""
+
+    def test_explicit_entrypoint_skips_entrypoint_discovery(
+        self, runner: CliRunner, temp_dir: str
+    ):
+        """When entrypoint is provided, skip entrypoint discovery but still discover eval sets."""
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            os.makedirs("evaluations/eval-sets", exist_ok=True)
+            for name in ["set-a.json", "set-b.json"]:
+                with open(f"evaluations/eval-sets/{name}", "w") as f:
+                    json.dump(
+                        {
+                            "version": 1.0,
+                            "id": name,
+                            "name": name,
+                            "evaluatorRefs": [],
+                            "evaluations": [],
+                        },
+                        f,
+                    )
+
+            mock_factory = _make_mock_factory(["agent_a", "agent_b"])
+
+            with (
+                patch(
+                    "uipath._cli.cli_eval.Middlewares.next",
+                    return_value=_middleware_continue(),
+                ),
+                patch(
+                    "uipath._cli.cli_eval.UiPathRuntimeFactoryRegistry.get",
+                    return_value=mock_factory,
+                ),
+                patch(
+                    "uipath._cli.cli_eval.setup_reporting_prereq",
+                    return_value=False,
+                ),
+            ):
+                # Pass entrypoint explicitly, but no eval set
+                result = runner.invoke(cli, ["eval", "agent_a"])
+
+            # Should still show usage help because multiple eval sets
+            assert result.exit_code == 0
+            assert "Available eval sets:" in result.output
+            assert "set-a.json" in result.output
+            assert "set-b.json" in result.output
diff --git a/tests/cli/eval/test_eval_resume_flow.py b/packages/uipath/tests/cli/eval/test_eval_resume_flow.py
similarity index 95%
rename from tests/cli/eval/test_eval_resume_flow.py
rename to packages/uipath/tests/cli/eval/test_eval_resume_flow.py
index 2096f481a..8197d4aa7 100644
--- a/tests/cli/eval/test_eval_resume_flow.py
+++ b/packages/uipath/tests/cli/eval/test_eval_resume_flow.py
@@ -5,7 +5,11 @@
 from unittest.mock import AsyncMock, patch
 
 import pytest
+
+from uipath.core.events import EventBus
 from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.helpers import EvalHelpers
+from uipath.eval.runtime import UiPathEvalContext, UiPathEvalRuntime
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathRuntimeFactoryProtocol,
@@ -14,10 +18,6 @@
     UiPathRuntimeStatus,
 )
 
-from uipath._cli._evals._runtime import UiPathEvalContext, UiPathEvalRuntime
-from uipath._cli._utils._eval_set import EvalHelpers
-from uipath._events._event_bus import EventBus
-
 # ============================================================================
 # Direct unit tests using mocks to verify the specific code path we changed
 # ============================================================================
@@ -31,7 +31,7 @@
 async def test_execute_runtime_method_passes_options_with_resume_false():
     """Test that execute_runtime respects resume=False setting."""
     # Arrange
-    from uipath._cli._evals._models._evaluation_set import EvaluationItem
+    from uipath.eval.models.evaluation_set import EvaluationItem
 
     event_bus = EventBus()
     trace_manager = UiPathTraceManager()
@@ -81,7 +81,7 @@ async def test_execute_runtime_method_passes_options_with_resume_false():
 
     #  Act - Call execute_runtime directly
     with patch(
-        "uipath._cli._evals._runtime.UiPathExecutionRuntime"
+        "uipath.eval.runtime.runtime.UiPathExecutionRuntime"
     ) as mock_execution_runtime_class:
         # Set up the mock to capture the execute call
         mock_execution_runtime_instance = AsyncMock()
@@ -117,7 +117,7 @@ async def test_execute_runtime_method_passes_options_with_resume_false():
 async def test_execute_runtime_method_passes_options_with_resume_true():
     """Test that execute_runtime respects resume=True setting."""
     # Arrange
-    from uipath._cli._evals._models._evaluation_set import EvaluationItem
+    from uipath.eval.models.evaluation_set import EvaluationItem
 
     event_bus = EventBus()
     trace_manager = UiPathTraceManager()
@@ -167,7 +167,7 @@ async def test_execute_runtime_method_passes_options_with_resume_true():
 
     # Act - Call execute_runtime directly
     with patch(
-        "uipath._cli._evals._runtime.UiPathExecutionRuntime"
+        "uipath.eval.runtime.runtime.UiPathExecutionRuntime"
     ) as mock_execution_runtime_class:
         # Set up the mock to capture the execute call
         mock_execution_runtime_instance = AsyncMock()
diff --git a/tests/cli/eval/test_eval_runtime_metadata.py b/packages/uipath/tests/cli/eval/test_eval_runtime_metadata.py
similarity index 53%
rename from tests/cli/eval/test_eval_runtime_metadata.py
rename to packages/uipath/tests/cli/eval/test_eval_runtime_metadata.py
index ab62cbf34..112f8774b 100644
--- a/tests/cli/eval/test_eval_runtime_metadata.py
+++ b/packages/uipath/tests/cli/eval/test_eval_runtime_metadata.py
@@ -1,18 +1,21 @@
 """Tests for UiPathEvalRuntime metadata loading functionality.
 
 This module tests:
-- _ensure_metadata_loaded() - single runtime creation for both schema and agent model
 - _get_agent_model() - cached agent model retrieval
 - get_schema() - cached schema retrieval
-- _find_agent_model_in_runtime() - recursive delegate traversal
-- LLMAgentRuntimeProtocol - protocol implementation detection
 """
 
 import uuid
 from typing import Any, AsyncGenerator
 
 import pytest
+
+from uipath._cli.cli_eval import (
+    _get_agent_model,
+)
+from uipath.core.events import EventBus
 from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.runtime import UiPathEvalContext, UiPathEvalRuntime
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathRuntimeEvent,
@@ -25,17 +28,6 @@
 )
 from uipath.runtime.schema import UiPathRuntimeSchema
 
-from uipath._cli._evals._runtime import (
-    LLMAgentRuntimeProtocol,
-    UiPathEvalContext,
-    UiPathEvalRuntime,
-)
-from uipath._cli.cli_eval import (
-    _find_agent_model_in_runtime,
-    _get_agent_model,
-)
-from uipath._events._event_bus import EventBus
-
 
 class MockRuntimeSchema(UiPathRuntimeSchema):
     """Mock schema for testing."""
@@ -80,16 +72,6 @@ async def dispose(self) -> None:
         pass
 
 
-class AgentModelRuntime(BaseTestRuntime):
-    """Test runtime that implements LLMAgentRuntimeProtocol."""
-
-    def __init__(self, model: str | None = "gpt-4o-2024-11-20"):
-        self._model = model
-
-    def get_agent_model(self) -> str | None:
-        return self._model
-
-
 class WrapperRuntime(BaseTestRuntime):
     """Test runtime that wraps another runtime (like UiPathResumableRuntime)."""
 
@@ -136,123 +118,38 @@ async def dispose(self) -> None:
         pass
 
 
-class TestLLMAgentRuntimeProtocol:
-    """Tests for LLMAgentRuntimeProtocol detection."""
-
-    def test_protocol_detects_implementing_class(self):
-        """Test that protocol correctly identifies implementing classes."""
-        runtime = AgentModelRuntime("gpt-4")
-        assert isinstance(runtime, LLMAgentRuntimeProtocol)
-
-    def test_protocol_rejects_non_implementing_class(self):
-        """Test that protocol correctly rejects non-implementing classes."""
-        runtime = BaseTestRuntime()
-        assert not isinstance(runtime, LLMAgentRuntimeProtocol)
-
-    def test_protocol_rejects_wrapper_without_method(self):
-        """Test that wrapper without get_agent_model is not detected."""
-        inner = AgentModelRuntime("gpt-4")
-        wrapper = WrapperRuntime(inner)
-        assert not isinstance(wrapper, LLMAgentRuntimeProtocol)
-
-
-class TestFindAgentModelInRuntime:
-    """Tests for _find_agent_model_in_runtime recursive search."""
-
-    def test_finds_model_in_direct_runtime(self):
-        """Test finding agent model directly on runtime."""
-        runtime = AgentModelRuntime("gpt-4o")
-        result = _find_agent_model_in_runtime(runtime)
-        assert result == "gpt-4o"
-
-    def test_finds_model_in_wrapped_runtime(self):
-        """Test finding agent model through wrapper's delegate."""
-        inner = AgentModelRuntime("claude-3")
-        wrapper = WrapperRuntime(inner)
-        result = _find_agent_model_in_runtime(wrapper)
-        assert result == "claude-3"
-
-    def test_finds_model_in_deeply_wrapped_runtime(self):
-        """Test finding agent model through multiple wrapper layers."""
-        inner = AgentModelRuntime("gpt-4-turbo")
-        wrapper1 = WrapperRuntime(inner)
-        wrapper2 = WrapperRuntime(wrapper1)
-        result = _find_agent_model_in_runtime(wrapper2)
-        assert result == "gpt-4-turbo"
-
-    def test_finds_model_via_private_delegate(self):
-        """Test finding agent model through _delegate attribute."""
-        inner = AgentModelRuntime("gemini-pro")
-        wrapper = PrivateDelegateRuntime(inner)
-        result = _find_agent_model_in_runtime(wrapper)
-        assert result == "gemini-pro"
-
-    def test_returns_none_when_no_model(self):
-        """Test returns None when no runtime implements the protocol."""
-        runtime = BaseTestRuntime()
-        result = _find_agent_model_in_runtime(runtime)
-        assert result is None
-
-    def test_returns_none_for_none_model(self):
-        """Test returns None when runtime returns None for model."""
-        runtime = AgentModelRuntime(None)
-        result = _find_agent_model_in_runtime(runtime)
-        assert result is None
-
-
 class TestGetAgentModel:
     """Tests for _get_agent_model function."""
 
     @pytest.mark.asyncio
     async def test_returns_agent_model(self):
         """Test that _get_agent_model returns the correct model from schema."""
-        runtime = AgentModelRuntime("gpt-4o-2024-11-20")
         schema = MockRuntimeSchema()
         schema.metadata = {"settings": {"model": "gpt-4o-2024-11-20"}}
 
-        model = await _get_agent_model(runtime, schema)
+        model = _get_agent_model(schema)
         assert model == "gpt-4o-2024-11-20"
 
     @pytest.mark.asyncio
     async def test_returns_none_when_no_model(self):
         """Test that _get_agent_model returns None when runtime has no model."""
-        runtime = BaseTestRuntime()
         schema = MockRuntimeSchema()
 
-        model = await _get_agent_model(runtime, schema)
+        model = _get_agent_model(schema)
         assert model is None
 
     @pytest.mark.asyncio
     async def test_returns_model_consistently(self):
         """Test that _get_agent_model returns consistent results."""
-        runtime = AgentModelRuntime("consistent-model")
         schema = MockRuntimeSchema()
         schema.metadata = {"settings": {"model": "consistent-model"}}
 
         # Multiple calls should return the same value
-        model1 = await _get_agent_model(runtime, schema)
-        model2 = await _get_agent_model(runtime, schema)
+        model1 = _get_agent_model(schema)
+        model2 = _get_agent_model(schema)
 
         assert model1 == model2 == "consistent-model"
 
-    @pytest.mark.asyncio
-    async def test_handles_exception_gracefully(self, monkeypatch):
-        """Test that _get_agent_model returns None when _find_agent_model_in_runtime raises exception."""
-        runtime = BaseTestRuntime()
-        schema = MockRuntimeSchema()
-
-        # Mock _find_agent_model_in_runtime to raise an exception
-        def mock_find_agent_model_error(r):
-            raise RuntimeError("Unexpected error during model lookup")
-
-        monkeypatch.setattr(
-            "uipath._cli.cli_eval._find_agent_model_in_runtime",
-            mock_find_agent_model_error,
-        )
-
-        model = await _get_agent_model(runtime, schema)
-        assert model is None
-
 
 class TestGetSchema:
     """Tests for get_schema method."""
@@ -314,25 +211,3 @@ async def create_runtime():
         # Should be the same object
         assert schema1 is schema2
         assert schema1.file_path == schema2.file_path == "test.py"
-
-
-class TestWrappedRuntimeModelResolution:
-    """Tests for model resolution through realistic wrapper chains."""
-
-    def test_resolves_model_through_resumable_telemetry_chain(self):
-        """Test model resolution through ResumableRuntime -> TelemetryWrapper -> BaseRuntime chain.
-
-        This mimics the real wrapper chain:
-        UiPathResumableRuntime -> TelemetryRuntimeWrapper -> AgentsLangGraphRuntime
-        """
-        # Base runtime with model
-        base_runtime = AgentModelRuntime("gpt-4o-from-agent-json")
-
-        # Simulate TelemetryRuntimeWrapper
-        telemetry_wrapper = WrapperRuntime(base_runtime)
-
-        # Simulate UiPathResumableRuntime
-        resumable_runtime = WrapperRuntime(telemetry_wrapper)
-
-        model = _find_agent_model_in_runtime(resumable_runtime)
-        assert model == "gpt-4o-from-agent-json"
diff --git a/tests/cli/eval/test_eval_runtime_spans.py b/packages/uipath/tests/cli/eval/test_eval_runtime_spans.py
similarity index 99%
rename from tests/cli/eval/test_eval_runtime_spans.py
rename to packages/uipath/tests/cli/eval/test_eval_runtime_spans.py
index e027cf6d6..e8c1b0810 100644
--- a/tests/cli/eval/test_eval_runtime_spans.py
+++ b/packages/uipath/tests/cli/eval/test_eval_runtime_spans.py
@@ -14,9 +14,9 @@
 import pytest
 from opentelemetry.sdk.trace import Span
 
-from uipath._cli._evals._models._evaluation_set import EvaluationItem
-from uipath._cli._evals._runtime import UiPathEvalContext
 from uipath.eval.evaluators import BaseEvaluator
+from uipath.eval.models.evaluation_set import EvaluationItem
+from uipath.eval.runtime.context import UiPathEvalContext
 
 
 class MockSpanContext:
diff --git a/tests/cli/eval/test_eval_runtime_suspend_resume.py b/packages/uipath/tests/cli/eval/test_eval_runtime_suspend_resume.py
similarity index 97%
rename from tests/cli/eval/test_eval_runtime_suspend_resume.py
rename to packages/uipath/tests/cli/eval/test_eval_runtime_suspend_resume.py
index db4cd4d71..c9558af03 100644
--- a/tests/cli/eval/test_eval_runtime_suspend_resume.py
+++ b/packages/uipath/tests/cli/eval/test_eval_runtime_suspend_resume.py
@@ -13,7 +13,12 @@
 from unittest.mock import AsyncMock
 
 import pytest
+
+from uipath.core.events import EventBus
 from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.helpers import EvalHelpers
+from uipath.eval.runtime import UiPathEvalContext, evaluate
+from uipath.eval.runtime.events import EvaluationEvents
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathRuntimeEvent,
@@ -26,12 +31,6 @@
 )
 from uipath.runtime.schema import UiPathRuntimeSchema
 
-from uipath._cli._evals._evaluate import evaluate
-from uipath._cli._evals._runtime import UiPathEvalContext
-from uipath._cli._utils._eval_set import EvalHelpers
-from uipath._events._event_bus import EventBus
-from uipath._events._events import EvaluationEvents
-
 
 class MockRuntimeSchema(UiPathRuntimeSchema):
     """Mock schema for testing."""
diff --git a/tests/cli/eval/test_eval_set.py b/packages/uipath/tests/cli/eval/test_eval_set.py
similarity index 97%
rename from tests/cli/eval/test_eval_set.py
rename to packages/uipath/tests/cli/eval/test_eval_set.py
index 6d29105d1..fdc049316 100644
--- a/tests/cli/eval/test_eval_set.py
+++ b/packages/uipath/tests/cli/eval/test_eval_set.py
@@ -6,11 +6,11 @@
 
 import pytest
 
-from uipath._cli._evals._models._evaluation_set import (
+from uipath.eval.helpers import EvalHelpers
+from uipath.eval.mocks._types import LLMMockingStrategy
+from uipath.eval.models.evaluation_set import (
     EvaluationSet,
 )
-from uipath._cli._evals.mocks.types import LLMMockingStrategy
-from uipath._cli._utils._eval_set import EvalHelpers
 
 
 @pytest.mark.asyncio
diff --git a/tests/cli/eval/test_eval_span_utils.py b/packages/uipath/tests/cli/eval/test_eval_span_utils.py
similarity index 99%
rename from tests/cli/eval/test_eval_span_utils.py
rename to packages/uipath/tests/cli/eval/test_eval_span_utils.py
index 9f9f69eb5..c6b48b0b6 100644
--- a/tests/cli/eval/test_eval_span_utils.py
+++ b/packages/uipath/tests/cli/eval/test_eval_span_utils.py
@@ -7,7 +7,7 @@
 import pytest
 from opentelemetry.trace import Status, StatusCode
 
-from uipath._cli._evals._span_utils import (
+from uipath.eval.runtime._spans import (
     EvalSetRunOutput,
     EvaluationOutput,
     EvaluationOutputSpanOutput,
diff --git a/tests/cli/eval/test_eval_telemetry.py b/packages/uipath/tests/cli/eval/test_eval_telemetry.py
similarity index 99%
rename from tests/cli/eval/test_eval_telemetry.py
rename to packages/uipath/tests/cli/eval/test_eval_telemetry.py
index 7d51732d3..fdfe7135c 100644
--- a/tests/cli/eval/test_eval_telemetry.py
+++ b/packages/uipath/tests/cli/eval/test_eval_telemetry.py
@@ -6,7 +6,6 @@
 
 import pytest
 
-from uipath._cli._evals._models._evaluation_set import EvaluationItem
 from uipath._cli._evals._telemetry import (
     EVAL_RUN_COMPLETED,
     EVAL_RUN_FAILED,
@@ -16,15 +15,16 @@
     EVAL_SET_RUN_STARTED,
     EvalTelemetrySubscriber,
 )
-from uipath._events._event_bus import EventBus
-from uipath._events._events import (
+from uipath.core.events import EventBus
+from uipath.eval.models import EvalItemResult, NumericEvaluationResult
+from uipath.eval.models.evaluation_set import EvaluationItem
+from uipath.eval.runtime.events import (
     EvalItemExceptionDetails,
     EvalRunCreatedEvent,
     EvalRunUpdatedEvent,
     EvalSetRunCreatedEvent,
     EvalSetRunUpdatedEvent,
 )
-from uipath.eval.models import EvalItemResult, NumericEvaluationResult
 
 
 class TestEventNameConstants:
diff --git a/tests/cli/eval/test_eval_tracing_integration.py b/packages/uipath/tests/cli/eval/test_eval_tracing_integration.py
similarity index 98%
rename from tests/cli/eval/test_eval_tracing_integration.py
rename to packages/uipath/tests/cli/eval/test_eval_tracing_integration.py
index d52654dbc..b106d52ef 100644
--- a/tests/cli/eval/test_eval_tracing_integration.py
+++ b/packages/uipath/tests/cli/eval/test_eval_tracing_integration.py
@@ -10,12 +10,12 @@
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
-from uipath.runtime.schema import UiPathRuntimeSchema
 
-from uipath._cli._evals._models._evaluation_set import EvaluationSet
-from uipath._cli._evals._runtime import UiPathEvalContext, UiPathEvalRuntime
 from uipath.eval.evaluators import BaseEvaluator
 from uipath.eval.models import NumericEvaluationResult
+from uipath.eval.models.evaluation_set import EvaluationSet
+from uipath.eval.runtime import UiPathEvalContext, UiPathEvalRuntime
+from uipath.runtime.schema import UiPathRuntimeSchema
 
 
 class MockSpan:
@@ -251,7 +251,7 @@ def mock_event_bus(self) -> MagicMock:
     @pytest.fixture
     def mock_eval_item(self) -> Any:
         """Create a real EvaluationItem instance for testing."""
-        from uipath._cli._evals._models._evaluation_set import EvaluationItem
+        from uipath.eval.models.evaluation_set import EvaluationItem
 
         return EvaluationItem(
             id="item-123",
@@ -503,7 +503,7 @@ async def test_evaluation_span_has_unique_execution_id(
         mock_execution_output.spans = []
         mock_execution_output.logs = []
 
-        from uipath._cli._evals._models._evaluation_set import EvaluationItem
+        from uipath.eval.models.evaluation_set import EvaluationItem
 
         for i in range(3):
             eval_item = EvaluationItem(
@@ -723,7 +723,7 @@ async def test_evaluation_set_run_span_has_output_attribute(
         mock_event_bus: MagicMock,
     ) -> None:
         """Test that Evaluation Set Run span has output attribute with score."""
-        from uipath._cli._evals._models._evaluation_set import EvaluationItem
+        from uipath.eval.models.evaluation_set import EvaluationItem
 
         context = create_eval_context(
             eval_set="test.json",
@@ -804,7 +804,7 @@ async def test_evaluation_span_has_metadata_attributes(
         mock_event_bus: MagicMock,
     ) -> None:
         """Test that Evaluation span has metadata attributes (agentId, agentName, schemas)."""
-        from uipath._cli._evals._models._evaluation_set import EvaluationItem
+        from uipath.eval.models.evaluation_set import EvaluationItem
 
         context = create_eval_context(
             eval_set="test.json",
@@ -928,7 +928,7 @@ class EvaluationDetails(BaseModel):
             "validate_and_evaluate_criteria",
             new=AsyncMock(return_value=eval_result),
         ):
-            from uipath._cli._evals._models._evaluation_set import EvaluationItem
+            from uipath.eval.models.evaluation_set import EvaluationItem
 
             eval_item = EvaluationItem(
                 id="item-with-justification",
diff --git a/tests/cli/eval/test_eval_util.py b/packages/uipath/tests/cli/eval/test_eval_util.py
similarity index 99%
rename from tests/cli/eval/test_eval_util.py
rename to packages/uipath/tests/cli/eval/test_eval_util.py
index 26349728a..6c7334c01 100644
--- a/tests/cli/eval/test_eval_util.py
+++ b/packages/uipath/tests/cli/eval/test_eval_util.py
@@ -4,7 +4,7 @@
 
 import pytest
 
-from uipath._cli._evals._eval_util import apply_input_overrides, deep_merge
+from uipath.eval.runtime._utils import apply_input_overrides, deep_merge
 
 
 @pytest.mark.asyncio
diff --git a/tests/cli/eval/test_evaluate.py b/packages/uipath/tests/cli/eval/test_evaluate.py
similarity index 92%
rename from tests/cli/eval/test_evaluate.py
rename to packages/uipath/tests/cli/eval/test_evaluate.py
index daf67b4de..39f516263 100644
--- a/tests/cli/eval/test_evaluate.py
+++ b/packages/uipath/tests/cli/eval/test_evaluate.py
@@ -3,7 +3,12 @@
 from typing import Any, AsyncGenerator
 
 from pydantic import BaseModel
+
+from uipath.core.events import EventBus
 from uipath.core.tracing import UiPathTraceManager
+from uipath.eval.helpers import EvalHelpers
+from uipath.eval.runtime import UiPathEvalContext, UiPathEvalRuntime, evaluate
+from uipath.eval.runtime._types import UiPathEvalOutput
 from uipath.runtime import (
     UiPathExecuteOptions,
     UiPathRuntimeEvent,
@@ -16,12 +21,6 @@
 )
 from uipath.runtime.schema import UiPathRuntimeSchema
 
-from uipath._cli._evals._evaluate import evaluate
-from uipath._cli._evals._models._output import UiPathEvalOutput
-from uipath._cli._evals._runtime import UiPathEvalContext, UiPathEvalRuntime
-from uipath._cli._utils._eval_set import EvalHelpers
-from uipath._events._event_bus import EventBus
-
 
 async def test_evaluate():
     event_bus = EventBus()
@@ -121,7 +120,8 @@ async def dispose(self) -> None:
     )
 
     # Assert that the output is json-serializable
-    UiPathEvalOutput.model_validate(result.output).model_dump_json()
+    eval_output = UiPathEvalOutput.model_validate(result.output)
+    eval_output.model_dump_json()
     assert result.output
     output_dict = (
         result.output.model_dump()
@@ -129,16 +129,16 @@ async def dispose(self) -> None:
         else result.output
     )
     assert isinstance(output_dict, dict)
-    assert (
-        output_dict["evaluationSetResults"][0]["evaluationRunResults"][0]["result"][
-            "score"
-        ]
-        == 1.0
-    )
-    assert (
-        output_dict["evaluationSetResults"][0]["evaluationRunResults"][0]["evaluatorId"]
-        == "ExactMatchEvaluator"
-    )
+    first_result = output_dict["evaluationSetResults"][0]["evaluationRunResults"][0]
+    assert first_result["result"]["score"] == 1.0
+    assert first_result["evaluatorId"] == "ExactMatchEvaluator"
+    # Verify details are properly serialized (not empty dict)
+    details = first_result["result"].get("details")
+    if details is not None:
+        assert details != {}, (
+            "details should not be an empty dict - BaseModel serialization bug"
+        )
+        assert isinstance(details, (str, dict))
 
 
 async def test_eval_runtime_generates_uuid_when_no_custom_id():
diff --git a/tests/cli/eval/test_input_overrides_e2e.py b/packages/uipath/tests/cli/eval/test_input_overrides_e2e.py
similarity index 95%
rename from tests/cli/eval/test_input_overrides_e2e.py
rename to packages/uipath/tests/cli/eval/test_input_overrides_e2e.py
index d99114ff2..0f0ac6158 100644
--- a/tests/cli/eval/test_input_overrides_e2e.py
+++ b/packages/uipath/tests/cli/eval/test_input_overrides_e2e.py
@@ -6,12 +6,12 @@
 
 import pytest
 
-from uipath._cli._evals._models._evaluation_set import (
+from uipath.eval.helpers import EvalHelpers
+from uipath.eval.models.evaluation_set import (
     EvaluationSet,
     LegacyEvaluationSet,
 )
-from uipath._cli._evals._runtime import UiPathEvalContext
-from uipath._cli._utils._eval_set import EvalHelpers
+from uipath.eval.runtime.context import UiPathEvalContext
 
 
 @pytest.mark.asyncio
@@ -97,7 +97,7 @@ async def test_input_overrides_e2e_direct_override():
         }
 
         # Apply overrides to the inputs with eval_id
-        from uipath._cli._evals._eval_util import apply_input_overrides
+        from uipath.eval.runtime._utils import apply_input_overrides
 
         modified_inputs = apply_input_overrides(
             original_input, overrides, eval_id="test-eval-1"
@@ -161,7 +161,7 @@ async def test_input_overrides_e2e_direct_field():
             }
         }
 
-        from uipath._cli._evals._eval_util import apply_input_overrides
+        from uipath.eval.runtime._utils import apply_input_overrides
 
         modified_inputs = apply_input_overrides(
             original_input, overrides, eval_id="test-eval-1"
@@ -223,7 +223,7 @@ async def test_input_overrides_e2e_nested_objects():
             }
         }
 
-        from uipath._cli._evals._eval_util import apply_input_overrides
+        from uipath.eval.runtime._utils import apply_input_overrides
 
         modified_inputs = apply_input_overrides(
             original_input, overrides, eval_id="test-eval-1"
@@ -260,7 +260,7 @@ async def test_input_overrides_per_evaluation():
         "eval-2": {"operator": "/", "b": 5},
     }
 
-    from uipath._cli._evals._eval_util import apply_input_overrides
+    from uipath.eval.runtime._utils import apply_input_overrides
 
     # Test eval-1
     eval_1_inputs = {"a": 5, "b": 3, "operator": "+"}
diff --git a/tests/cli/eval/test_live_tracking_span_processor.py b/packages/uipath/tests/cli/eval/test_live_tracking_span_processor.py
similarity index 100%
rename from tests/cli/eval/test_live_tracking_span_processor.py
rename to packages/uipath/tests/cli/eval/test_live_tracking_span_processor.py
index c73795337..a20c18d9b 100644
--- a/tests/cli/eval/test_live_tracking_span_processor.py
+++ b/packages/uipath/tests/cli/eval/test_live_tracking_span_processor.py
@@ -8,8 +8,8 @@
 import pytest
 from opentelemetry import context as context_api
 from opentelemetry.sdk.trace import ReadableSpan, Span
-from uipath.runtime import UiPathRuntimeFactorySettings
 
+from uipath.runtime import UiPathRuntimeFactorySettings
 from uipath.tracing import LiveTrackingSpanProcessor, SpanStatus
 
 
diff --git a/tests/cli/eval/test_progress_reporter.py b/packages/uipath/tests/cli/eval/test_progress_reporter.py
similarity index 87%
rename from tests/cli/eval/test_progress_reporter.py
rename to packages/uipath/tests/cli/eval/test_progress_reporter.py
index ea5dc0e42..87919c2b3 100644
--- a/tests/cli/eval/test_progress_reporter.py
+++ b/packages/uipath/tests/cli/eval/test_progress_reporter.py
@@ -16,7 +16,7 @@
 from opentelemetry.sdk.trace import ReadableSpan
 
 from uipath._cli._evals._progress_reporter import StudioWebProgressReporter
-from uipath._events._events import EvalSetRunCreatedEvent, EvalSetRunUpdatedEvent
+from uipath.eval.runtime.events import EvalSetRunCreatedEvent, EvalSetRunUpdatedEvent
 from uipath.tracing import LlmOpsHttpExporter
 
 # Test fixtures - simple mocks without full evaluator instantiation
@@ -225,7 +225,7 @@ class TestRequestSpecGeneration:
 
     def test_create_eval_set_run_spec_for_coded(self, progress_reporter):
         """Test creating eval set run spec for coded evaluators."""
-        from uipath._cli._evals._models._sw_reporting import StudioWebAgentSnapshot
+        from uipath._cli._evals._progress_reporter import StudioWebAgentSnapshot
 
         agent_snapshot = StudioWebAgentSnapshot(
             input_schema={"type": "object"}, output_schema={"type": "object"}
@@ -246,7 +246,7 @@ def test_create_eval_set_run_spec_for_coded(self, progress_reporter):
 
     def test_create_eval_set_run_spec_for_legacy(self, progress_reporter):
         """Test creating eval set run spec for legacy evaluators."""
-        from uipath._cli._evals._models._sw_reporting import StudioWebAgentSnapshot
+        from uipath._cli._evals._progress_reporter import StudioWebAgentSnapshot
 
         agent_snapshot = StudioWebAgentSnapshot(
             input_schema={"type": "object"}, output_schema={"type": "object"}
@@ -819,3 +819,112 @@ def test_agent_snapshot_serializes_with_camel_case(
             assert serialized["outputSchema"] == {"type": "object", "properties": {}}
         finally:
             os.chdir(original_cwd)
+
+
+# Tests for assertion properties and evaluator snapshot building
+class TestAssertionPropertiesBuilding:
+    """Tests for _build_assertion_properties and _build_evaluator_snapshot."""
+
+    def test_build_assertion_properties_with_prompt_and_model(self, progress_reporter):
+        """Test that prompt and model are included when evaluator has them."""
+        evaluator = Mock()
+        evaluator.prompt = "Evaluate the output quality"
+        evaluator.model = "gemini-2.5-pro"
+
+        props = progress_reporter._build_assertion_properties(evaluator)
+
+        assert props["prompt"] == "Evaluate the output quality"
+        assert props["model"] == "gemini-2.5-pro"
+
+    def test_build_assertion_properties_without_prompt_and_model(
+        self, progress_reporter
+    ):
+        """Test that properties are empty when evaluator lacks prompt/model."""
+        evaluator = Mock(spec=[])  # No attributes at all
+
+        props = progress_reporter._build_assertion_properties(evaluator)
+
+        assert props == {}
+
+    def test_build_assertion_properties_with_only_prompt(self, progress_reporter):
+        """Test that only prompt is included when model is absent."""
+        evaluator = Mock(spec=["prompt"])
+        evaluator.prompt = "Check similarity"
+
+        props = progress_reporter._build_assertion_properties(evaluator)
+
+        assert props["prompt"] == "Check similarity"
+        assert "model" not in props
+
+    def test_build_assertion_properties_with_only_model(self, progress_reporter):
+        """Test that only model is included when prompt is absent."""
+        evaluator = Mock(spec=["model"])
+        evaluator.model = "gpt-4o"
+
+        props = progress_reporter._build_assertion_properties(evaluator)
+
+        assert "prompt" not in props
+        assert props["model"] == "gpt-4o"
+
+    def test_build_assertion_properties_skips_non_string_prompt(
+        self, progress_reporter
+    ):
+        """Test that non-string prompt values are skipped."""
+        evaluator = Mock()
+        evaluator.prompt = 123  # Not a string
+        evaluator.model = "gpt-4o"
+
+        props = progress_reporter._build_assertion_properties(evaluator)
+
+        assert "prompt" not in props
+        assert props["model"] == "gpt-4o"
+
+    def test_build_evaluator_snapshot_with_prompt_and_model(self, progress_reporter):
+        """Test that evaluator snapshot includes prompt/model from config."""
+        config = Mock()
+        config.prompt = "Rate the response"
+        config.model = "claude-sonnet-4-20250514"
+
+        evaluator = Mock()
+        evaluator.evaluator_config = config
+
+        snapshot = progress_reporter._build_evaluator_snapshot(evaluator)
+
+        assert snapshot["prompt"] == "Rate the response"
+        assert snapshot["model"] == "claude-sonnet-4-20250514"
+
+    def test_build_evaluator_snapshot_without_config(self, progress_reporter):
+        """Test that snapshot is empty when evaluator has no config."""
+        evaluator = Mock(spec=[])  # No evaluator_config attribute
+
+        snapshot = progress_reporter._build_evaluator_snapshot(evaluator)
+
+        assert snapshot == {}
+
+    def test_build_evaluator_snapshot_config_without_prompt_model(
+        self, progress_reporter
+    ):
+        """Test that snapshot is empty when config lacks prompt/model."""
+        config = Mock(spec=["name"])  # Config without prompt/model
+        config.name = "MyEvaluator"
+
+        evaluator = Mock()
+        evaluator.evaluator_config = config
+
+        snapshot = progress_reporter._build_evaluator_snapshot(evaluator)
+
+        assert snapshot == {}
+
+    def test_build_evaluator_snapshot_skips_non_string_model(self, progress_reporter):
+        """Test that non-string model values are skipped."""
+        config = Mock()
+        config.prompt = "Evaluate this"
+        config.model = None  # Not a string
+
+        evaluator = Mock()
+        evaluator.evaluator_config = config
+
+        snapshot = progress_reporter._build_evaluator_snapshot(evaluator)
+
+        assert snapshot["prompt"] == "Evaluate this"
+        assert "model" not in snapshot
diff --git a/packages/uipath/tests/cli/eval/test_span_persistence.py b/packages/uipath/tests/cli/eval/test_span_persistence.py
new file mode 100644
index 000000000..96bf3ca74
--- /dev/null
+++ b/packages/uipath/tests/cli/eval/test_span_persistence.py
@@ -0,0 +1,287 @@
+"""Tests for span persistence: serialization roundtrip and processor fallback.
+
+Tests cover:
+1. serialize_span / deserialize_span roundtrip preserves all span data
+2. ExecutionSpanProcessor.on_start() fallback to execution_id_context ContextVar
+"""
+
+from typing import Any
+from unittest.mock import Mock, patch
+
+from opentelemetry.sdk.trace import Event, ReadableSpan, Span
+from opentelemetry.sdk.trace.export import SpanExporter
+from opentelemetry.trace import SpanContext, SpanKind, Status, StatusCode, TraceFlags
+
+from uipath.eval._execution_context import ExecutionSpanCollector, execution_id_context
+from uipath.eval.runtime._spans import (
+    deserialize_span,
+    serialize_span,
+)
+
+
+def _make_span_context(
+    trace_id: int = 0xABCDEF1234567890, span_id: int = 0x1234567890ABCDEF
+) -> SpanContext:
+    return SpanContext(
+        trace_id=trace_id,
+        span_id=span_id,
+        is_remote=False,
+        trace_flags=TraceFlags(0x01),
+    )
+
+
+def _make_full_span() -> ReadableSpan:
+    """Create a ReadableSpan with all fields populated."""
+    return ReadableSpan(
+        name="test-span",
+        context=_make_span_context(),
+        parent=_make_span_context(trace_id=0xABCDEF1234567890, span_id=0xFEDCBA),
+        attributes={
+            "execution.id": "exec-123",
+            "span_type": "evaluation",
+            "score": 0.95,
+            "count": 42,
+            "active": True,
+        },
+        events=[
+            Event(
+                name="test-event",
+                attributes={"key": "value", "num": 10},
+                timestamp=1000000000,
+            ),
+        ],
+        status=Status(StatusCode.OK),
+        start_time=5000000000,
+        end_time=6000000000,
+        kind=SpanKind.INTERNAL,
+    )
+
+
+# --- Serialization Roundtrip Tests ---
+
+
+class TestSerializationRoundtrip:
+    """Tests that serialize_span -> deserialize_span preserves all span data."""
+
+    def test_roundtrip_preserves_name(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.name == "test-span"
+
+    def test_roundtrip_preserves_context(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.context is not None
+        assert span.context is not None
+        assert result.context.trace_id == span.context.trace_id
+        assert result.context.span_id == span.context.span_id
+        assert int(result.context.trace_flags) == int(span.context.trace_flags)
+
+    def test_roundtrip_preserves_parent(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.parent is not None
+        assert span.parent is not None
+        assert result.parent.trace_id == span.parent.trace_id
+        assert result.parent.span_id == span.parent.span_id
+
+    def test_roundtrip_preserves_attributes(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.attributes is not None
+        assert result.attributes["execution.id"] == "exec-123"
+        assert result.attributes["span_type"] == "evaluation"
+        assert result.attributes["score"] == 0.95
+        assert result.attributes["count"] == 42
+        assert result.attributes["active"] is True
+
+    def test_roundtrip_preserves_tuple_attributes(self) -> None:
+        """Tuples are converted to lists during serialization."""
+        span = ReadableSpan(
+            name="tuple-span",
+            attributes={"tags": ("a", "b", "c")},
+        )
+        result = deserialize_span(serialize_span(span))
+        assert result.attributes is not None
+        assert result.attributes["tags"] == ["a", "b", "c"]
+
+    def test_roundtrip_preserves_events(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert len(result.events) == 1
+        event = result.events[0]
+        assert event.name == "test-event"
+        assert event.attributes is not None
+        assert event.attributes["key"] == "value"
+        assert event.attributes["num"] == 10
+        assert event.timestamp == 1000000000
+
+    def test_roundtrip_preserves_status(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.status.status_code == StatusCode.OK
+
+    def test_roundtrip_preserves_error_status(self) -> None:
+        span = ReadableSpan(
+            name="error-span",
+            status=Status(StatusCode.ERROR, "something failed"),
+        )
+        result = deserialize_span(serialize_span(span))
+        assert result.status.status_code == StatusCode.ERROR
+        assert result.status.description == "something failed"
+
+    def test_roundtrip_preserves_timestamps(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.start_time == 5000000000
+        assert result.end_time == 6000000000
+
+    def test_roundtrip_preserves_kind(self) -> None:
+        span = _make_full_span()
+        result = deserialize_span(serialize_span(span))
+        assert result.kind == SpanKind.INTERNAL
+
+    def test_roundtrip_span_with_no_parent(self) -> None:
+        span = ReadableSpan(
+            name="orphan-span",
+            context=_make_span_context(),
+            parent=None,
+            attributes={"key": "val"},
+        )
+        result = deserialize_span(serialize_span(span))
+        assert result.parent is None
+        assert result.context is not None
+
+    def test_roundtrip_span_with_no_events(self) -> None:
+        span = ReadableSpan(
+            name="no-events-span",
+            attributes={"key": "val"},
+        )
+        result = deserialize_span(serialize_span(span))
+        assert len(result.events) == 0
+
+    def test_roundtrip_span_with_no_attributes(self) -> None:
+        span = ReadableSpan(name="minimal-span")
+        result = deserialize_span(serialize_span(span))
+        assert result.name == "minimal-span"
+
+    def test_roundtrip_multiple_events(self) -> None:
+        span = ReadableSpan(
+            name="multi-event-span",
+            events=[
+                Event(name="event-1", attributes={"a": 1}, timestamp=100),
+                Event(name="event-2", attributes={"b": 2}, timestamp=200),
+                Event(name="event-3", attributes={}, timestamp=300),
+            ],
+        )
+        result = deserialize_span(serialize_span(span))
+        assert len(result.events) == 3
+        assert result.events[0].name == "event-1"
+        assert result.events[1].name == "event-2"
+        assert result.events[2].name == "event-3"
+
+
+# --- ExecutionSpanProcessor Fallback Tests ---
+
+
+class TestExecutionSpanProcessorFallback:
+    """Tests for ExecutionSpanProcessor.on_start() execution_id_context fallback."""
+
+    def _create_processor(self) -> tuple[Any, ExecutionSpanCollector, Mock]:
+        from uipath.eval.runtime._exporters import ExecutionSpanProcessor
+
+        mock_exporter = Mock(spec=SpanExporter)
+        collector = ExecutionSpanCollector()
+        processor = ExecutionSpanProcessor(mock_exporter, collector)
+        return processor, collector, mock_exporter
+
+    def _create_mock_span(self, attributes: dict[str, Any] | None = None) -> Mock:
+        span = Mock(spec=Span)
+        span.attributes = attributes or {}
+        return span
+
+    @patch("uipath.eval.runtime._exporters.UiPathExecutionBatchTraceProcessor.on_start")
+    def test_span_with_execution_id_added_to_collector(
+        self, mock_super_on_start: Mock
+    ) -> None:
+        processor, collector, _ = self._create_processor()
+        span = self._create_mock_span({"execution.id": "exec-123"})
+
+        processor.on_start(span)
+
+        spans = collector.get_spans("exec-123")
+        assert len(spans) == 1
+        assert spans[0] is span
+
+    @patch("uipath.eval.runtime._exporters.UiPathExecutionBatchTraceProcessor.on_start")
+    def test_span_without_execution_id_not_added(
+        self, mock_super_on_start: Mock
+    ) -> None:
+        processor, collector, _ = self._create_processor()
+        span = self._create_mock_span({"span_type": "agent"})
+
+        # Ensure context var is empty
+        token = execution_id_context.set(None)
+        try:
+            processor.on_start(span)
+        finally:
+            execution_id_context.reset(token)
+
+        assert collector.get_spans("") == []
+
+    @patch("uipath.eval.runtime._exporters.UiPathExecutionBatchTraceProcessor.on_start")
+    def test_fallback_sets_execution_id_from_context_var(
+        self, mock_super_on_start: Mock
+    ) -> None:
+        """Core bug fix test: NonRecordingSpan parent doesn't propagate execution.id,
+        so the processor should fall back to execution_id_context."""
+        processor, collector, _ = self._create_processor()
+        span = self._create_mock_span({"span_type": "agent"})
+
+        # After set_attribute, the mock's attributes dict should reflect the change
+        def side_effect_set_attr(key: str, value: Any) -> None:
+            span.attributes[key] = value
+
+        span.set_attribute = Mock(side_effect=side_effect_set_attr)
+
+        token = execution_id_context.set("exec-from-context")
+        try:
+            processor.on_start(span)
+        finally:
+            execution_id_context.reset(token)
+
+        # Verify set_attribute was called with the context var value
+        span.set_attribute.assert_called_once_with("execution.id", "exec-from-context")
+
+        # Verify span was added to collector
+        spans = collector.get_spans("exec-from-context")
+        assert len(spans) == 1
+        assert spans[0] is span
+
+    @patch("uipath.eval.runtime._exporters.UiPathExecutionBatchTraceProcessor.on_start")
+    def test_no_fallback_when_context_var_empty(
+        self, mock_super_on_start: Mock
+    ) -> None:
+        processor, collector, _ = self._create_processor()
+        span = self._create_mock_span({"span_type": "agent"})
+
+        token = execution_id_context.set(None)
+        try:
+            processor.on_start(span)
+        finally:
+            execution_id_context.reset(token)
+
+        # Span should not have been added anywhere
+        span.set_attribute.assert_not_called()
+
+    @patch("uipath.eval.runtime._exporters.UiPathExecutionBatchTraceProcessor.on_start")
+    def test_span_with_non_string_execution_id_not_added(
+        self, mock_super_on_start: Mock
+    ) -> None:
+        processor, collector, _ = self._create_processor()
+        span = self._create_mock_span({"execution.id": 12345})
+
+        processor.on_start(span)
+
+        # Non-string execution.id should not be added to collector
+        assert collector.get_spans("12345") == []
diff --git a/tests/cli/evaluators/test_json_similarity_evaluator.py b/packages/uipath/tests/cli/evaluators/test_json_similarity_evaluator.py
similarity index 100%
rename from tests/cli/evaluators/test_json_similarity_evaluator.py
rename to packages/uipath/tests/cli/evaluators/test_json_similarity_evaluator.py
diff --git a/tests/cli/evaluators/test_legacy_context_precision_evaluator.py b/packages/uipath/tests/cli/evaluators/test_legacy_context_precision_evaluator.py
similarity index 99%
rename from tests/cli/evaluators/test_legacy_context_precision_evaluator.py
rename to packages/uipath/tests/cli/evaluators/test_legacy_context_precision_evaluator.py
index d6d425bee..19723eb25 100644
--- a/tests/cli/evaluators/test_legacy_context_precision_evaluator.py
+++ b/packages/uipath/tests/cli/evaluators/test_legacy_context_precision_evaluator.py
@@ -49,6 +49,7 @@ def evaluator_with_mocked_llm():
         **_make_base_params(),
         model="gpt-4.1-2025-04-14",
     )
+    evaluator.llm = AsyncMock()
     return evaluator
 
 
diff --git a/tests/cli/evaluators/test_legacy_exact_match_evaluator.py b/packages/uipath/tests/cli/evaluators/test_legacy_exact_match_evaluator.py
similarity index 100%
rename from tests/cli/evaluators/test_legacy_exact_match_evaluator.py
rename to packages/uipath/tests/cli/evaluators/test_legacy_exact_match_evaluator.py
diff --git a/tests/cli/evaluators/test_legacy_faithfulness_evaluator.py b/packages/uipath/tests/cli/evaluators/test_legacy_faithfulness_evaluator.py
similarity index 99%
rename from tests/cli/evaluators/test_legacy_faithfulness_evaluator.py
rename to packages/uipath/tests/cli/evaluators/test_legacy_faithfulness_evaluator.py
index c95fd6c57..68d8b407b 100644
--- a/tests/cli/evaluators/test_legacy_faithfulness_evaluator.py
+++ b/packages/uipath/tests/cli/evaluators/test_legacy_faithfulness_evaluator.py
@@ -49,6 +49,7 @@ def evaluator_with_mocked_llm():
         **_make_base_params(),
         model="gpt-4.1-2025-04-14",
     )
+    evaluator.llm = AsyncMock()
     return evaluator
 
 
diff --git a/tests/cli/evaluators/test_legacy_llm_as_judge_placeholder_validation.py b/packages/uipath/tests/cli/evaluators/test_legacy_llm_as_judge_placeholder_validation.py
similarity index 100%
rename from tests/cli/evaluators/test_legacy_llm_as_judge_placeholder_validation.py
rename to packages/uipath/tests/cli/evaluators/test_legacy_llm_as_judge_placeholder_validation.py
diff --git a/tests/cli/integration/test_assets_commands.py b/packages/uipath/tests/cli/integration/test_assets_commands.py
similarity index 100%
rename from tests/cli/integration/test_assets_commands.py
rename to packages/uipath/tests/cli/integration/test_assets_commands.py
diff --git a/tests/cli/integration/test_buckets_commands.py b/packages/uipath/tests/cli/integration/test_buckets_commands.py
similarity index 100%
rename from tests/cli/integration/test_buckets_commands.py
rename to packages/uipath/tests/cli/integration/test_buckets_commands.py
diff --git a/tests/cli/mocks/pyproject.toml b/packages/uipath/tests/cli/mocks/pyproject.toml
similarity index 100%
rename from tests/cli/mocks/pyproject.toml
rename to packages/uipath/tests/cli/mocks/pyproject.toml
diff --git a/tests/cli/mocks/simple_script.py b/packages/uipath/tests/cli/mocks/simple_script.py
similarity index 100%
rename from tests/cli/mocks/simple_script.py
rename to packages/uipath/tests/cli/mocks/simple_script.py
diff --git a/tests/cli/mocks/uipath-mock-legacy.json b/packages/uipath/tests/cli/mocks/uipath-mock-legacy.json
similarity index 100%
rename from tests/cli/mocks/uipath-mock-legacy.json
rename to packages/uipath/tests/cli/mocks/uipath-mock-legacy.json
diff --git a/tests/cli/mocks/uipath-simple-script-mock.json b/packages/uipath/tests/cli/mocks/uipath-simple-script-mock.json
similarity index 100%
rename from tests/cli/mocks/uipath-simple-script-mock.json
rename to packages/uipath/tests/cli/mocks/uipath-simple-script-mock.json
diff --git a/tests/cli/models/test_runtime_schema.py b/packages/uipath/tests/cli/models/test_runtime_schema.py
similarity index 100%
rename from tests/cli/models/test_runtime_schema.py
rename to packages/uipath/tests/cli/models/test_runtime_schema.py
diff --git a/tests/cli/test_auth.py b/packages/uipath/tests/cli/test_auth.py
similarity index 100%
rename from tests/cli/test_auth.py
rename to packages/uipath/tests/cli/test_auth.py
diff --git a/packages/uipath/tests/cli/test_cli_telemetry.py b/packages/uipath/tests/cli/test_cli_telemetry.py
new file mode 100644
index 000000000..19a54d54d
--- /dev/null
+++ b/packages/uipath/tests/cli/test_cli_telemetry.py
@@ -0,0 +1,185 @@
+"""Tests for CLI telemetry functionality."""
+
+import os
+from typing import Any
+from unittest.mock import patch
+
+import pytest
+
+from uipath._cli._telemetry import (
+    CliTelemetryTracker,
+    track_command,
+)
+
+
+class TestGetEventName:
+    """Test event name generation."""
+
+    @pytest.mark.parametrize(
+        "command, expected",
+        [
+            ("pack", "Cli.Pack"),
+            ("publish", "Cli.Publish"),
+            ("run", "Cli.Run"),
+            ("initialize", "Cli.Initialize"),
+        ],
+    )
+    def test_get_event_name(self, command, expected):
+        assert CliTelemetryTracker._get_event_name(command) == expected
+
+
+class TestEnrichProperties:
+    """Test property enrichment with context information."""
+
+    @patch("uipath._cli._telemetry.version", return_value="1.0.0")
+    @patch("uipath._cli._telemetry.get_claim_from_token", return_value=None)
+    @patch("uipath._cli._telemetry._get_project_key", return_value=None)
+    def test_always_present_fields(self, mock_project_key, mock_claim, mock_version):
+        tracker = CliTelemetryTracker()
+        properties: dict[str, Any] = {}
+
+        with patch.dict(os.environ, {}, clear=True):
+            tracker._enrich_properties(properties)
+
+        assert properties["Source"] == "uipath-python-cli"
+        assert properties["ApplicationName"] == "UiPath.AgentCli"
+        assert properties["SessionId"] == "nosession"
+        assert properties["SDKVersion"] == "1.0.0"
+        assert properties["IsGithubCI"] is False
+
+    @patch("uipath._cli._telemetry.version", return_value="1.2.3")
+    @patch("uipath._cli._telemetry.get_claim_from_token", return_value="user-789")
+    @patch("uipath._cli._telemetry._get_project_key", return_value="project-key-123")
+    def test_adds_context_when_available(
+        self, mock_project_key, mock_claim, mock_version
+    ):
+        tracker = CliTelemetryTracker()
+        properties: dict[str, Any] = {}
+
+        with patch.dict(
+            os.environ,
+            {
+                "UIPATH_TENANT_ID": "tenant-abc",
+                "UIPATH_ORGANIZATION_ID": "org-456",
+            },
+        ):
+            tracker._enrich_properties(properties)
+
+        assert properties["AgentId"] == "project-key-123"
+        assert properties["CloudOrganizationId"] == "org-456"
+        assert properties["CloudTenantId"] == "tenant-abc"
+        assert properties["CloudUserId"] == "user-789"
+
+    @patch("uipath._cli._telemetry.version", side_effect=Exception("not found"))
+    @patch("uipath._cli._telemetry.get_claim_from_token", return_value=None)
+    @patch("uipath._cli._telemetry._get_project_key", return_value=None)
+    def test_skips_missing_context(self, mock_project_key, mock_claim, mock_version):
+        tracker = CliTelemetryTracker()
+        properties: dict[str, Any] = {}
+
+        with patch.dict(os.environ, {}, clear=True):
+            tracker._enrich_properties(properties)
+
+        assert "AgentId" not in properties
+        assert "CloudOrganizationId" not in properties
+        assert "CloudTenantId" not in properties
+        assert "CloudUserId" not in properties
+        assert "SDKVersion" not in properties
+        assert properties["SessionId"] == "nosession"
+        assert properties["IsGithubCI"] is False
+
+
+class TestTrackCommandDecorator:
+    """Test the track_command decorator end-to-end."""
+
+    @patch.object(CliTelemetryTracker, "_enrich_properties")
+    @patch("uipath._cli._telemetry.track_cli_event")
+    @patch("uipath._cli._telemetry.is_telemetry_enabled", return_value=True)
+    def test_tracks_success(self, mock_enabled, mock_track_event, mock_enrich):
+        @track_command("publish")
+        def my_command():
+            return "result"
+
+        assert my_command() == "result"
+
+        mock_track_event.assert_called_once()
+        properties = mock_track_event.call_args[0][1]
+        assert mock_track_event.call_args[0][0] == "Cli.Publish"
+        assert properties["Command"] == "publish"
+        assert properties["Status"] == "Completed"
+        assert properties["Success"] is True
+        assert "DurationMs" in properties
+
+    @patch.object(CliTelemetryTracker, "_enrich_properties")
+    @patch("uipath._cli._telemetry.track_cli_event")
+    @patch("uipath._cli._telemetry.is_telemetry_enabled", return_value=True)
+    def test_tracks_failure(self, mock_enabled, mock_track_event, mock_enrich):
+        @track_command("run")
+        def my_command():
+            raise ValueError("Test error message")
+
+        with pytest.raises(ValueError, match="Test error message"):
+            my_command()
+
+        mock_track_event.assert_called_once()
+        properties = mock_track_event.call_args[0][1]
+        assert properties["Command"] == "run"
+        assert properties["Status"] == "Failed"
+        assert properties["Success"] is False
+        assert properties["ErrorType"] == "ValueError"
+        assert "Test error message" in properties["ErrorMessage"]
+
+    @patch.object(CliTelemetryTracker, "_enrich_properties")
+    @patch("uipath._cli._telemetry.track_cli_event")
+    @patch("uipath._cli._telemetry.is_telemetry_enabled", return_value=True)
+    def test_truncates_long_error_messages(
+        self, mock_enabled, mock_track_event, mock_enrich
+    ):
+        @track_command("run")
+        def my_command():
+            raise ValueError("x" * 1000)
+
+        with pytest.raises(ValueError):
+            my_command()
+
+        properties = mock_track_event.call_args[0][1]
+        assert len(properties["ErrorMessage"]) == 500
+
+    @patch("uipath._cli._telemetry.track_cli_event")
+    @patch("uipath._cli._telemetry.is_telemetry_enabled", return_value=False)
+    def test_skips_when_disabled(self, mock_enabled, mock_track_event):
+        @track_command("pack")
+        def my_command():
+            return "result"
+
+        assert my_command() == "result"
+        mock_track_event.assert_not_called()
+
+    @patch.object(CliTelemetryTracker, "_enrich_properties")
+    @patch("uipath._cli._telemetry.track_cli_event")
+    @patch("uipath._cli._telemetry.is_telemetry_enabled", return_value=True)
+    def test_telemetry_error_does_not_break_command(
+        self, mock_enabled, mock_track_event, mock_enrich
+    ):
+        mock_track_event.side_effect = Exception("Telemetry failed")
+
+        @track_command("pack")
+        def my_command():
+            return "result"
+
+        assert my_command() == "result"
+
+    @patch.object(CliTelemetryTracker, "_enrich_properties")
+    @patch("uipath._cli._telemetry.track_cli_event")
+    @patch("uipath._cli._telemetry.is_telemetry_enabled", return_value=True)
+    def test_command_exception_propagates_when_telemetry_fails(
+        self, mock_enabled, mock_track_event, mock_enrich
+    ):
+        mock_track_event.side_effect = Exception("Telemetry failed")
+
+        @track_command("run")
+        def my_command():
+            raise ValueError("Command error")
+
+        with pytest.raises(ValueError, match="Command error"):
+            my_command()
diff --git a/tests/cli/test_debug_simulation.py b/packages/uipath/tests/cli/test_debug_simulation.py
similarity index 52%
rename from tests/cli/test_debug_simulation.py
rename to packages/uipath/tests/cli/test_debug_simulation.py
index 61498ee19..b2d795c79 100644
--- a/tests/cli/test_debug_simulation.py
+++ b/packages/uipath/tests/cli/test_debug_simulation.py
@@ -3,24 +3,24 @@
 import json
 from pathlib import Path
 from typing import Any
-from unittest.mock import Mock, patch
+from unittest.mock import AsyncMock, Mock, patch
 
 import pytest
 from click.testing import CliRunner
 
 from uipath._cli import cli
-from uipath._cli._evals.mocks.mocks import (
+from uipath._cli.middlewares import MiddlewareResult
+from uipath.eval.mocks._mock_context import is_tool_simulated
+from uipath.eval.mocks._mock_runtime import (
     clear_execution_context,
-    is_tool_simulated,
+    load_simulation_config,
 )
-from uipath._cli._evals.mocks.types import (
+from uipath.eval.mocks._types import (
     LLMMockingStrategy,
     MockingContext,
-    MockingStrategyType,
-    ToolSimulation,
 )
-from uipath._cli.cli_debug import load_simulation_config
-from uipath._cli.middlewares import MiddlewareResult
+
+MOCK_RUNTIME_PATCH_PATH = "uipath.eval.mocks._mock_runtime"
 
 
 @pytest.fixture
@@ -64,7 +64,7 @@ class TestLoadSimulationConfig:
 
     def test_returns_none_when_file_does_not_exist(self, temp_dir: str):
         """Test that None is returned when simulation.json doesn't exist."""
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
             assert result is None
 
@@ -76,7 +76,7 @@ def test_loads_valid_simulation_config(
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(valid_simulation_config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
 
             assert result is not None
@@ -96,7 +96,7 @@ def test_returns_none_when_disabled(
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(disabled_simulation_config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
             assert result is None
 
@@ -108,7 +108,7 @@ def test_returns_none_when_no_tools_to_simulate(
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(empty_tools_simulation_config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
             assert result is None
 
@@ -118,7 +118,7 @@ def test_handles_malformed_json(self, temp_dir: str):
         with open(simulation_path, "w", encoding="utf-8") as f:
             f.write("{ invalid json }")
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
             assert result is None
 
@@ -128,7 +128,7 @@ def test_handles_missing_required_fields(self, temp_dir: str):
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump({"enabled": True}, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
             # Should return None because toolsToSimulate is missing/empty
             assert result is None
@@ -141,7 +141,7 @@ def test_creates_mocking_context_with_empty_inputs(
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(valid_simulation_config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
 
             assert result is not None
@@ -157,7 +157,7 @@ def test_uses_default_empty_instructions_when_missing(self, temp_dir: str):
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
 
             assert result is not None
@@ -205,131 +205,76 @@ def test_debug_without_simulation_file(self, runner: CliRunner, temp_dir: str):
                 result = runner.invoke(cli, ["debug", "main", "{}"])
                 assert result.exit_code == 0
 
-    def test_debug_with_simulation_file_sets_context(
-        self, runner: CliRunner, temp_dir: str, valid_simulation_config: dict[str, Any]
+    def test_debug_always_wraps_with_mock_runtime(
+        self, runner: CliRunner, temp_dir: str
     ):
-        """Test that debug command sets execution context when simulation.json exists."""
+        """Test that debug command always wraps the debug runtime with UiPathMockRuntime."""
         with runner.isolated_filesystem(temp_dir=temp_dir):
             script_file = "entrypoint.py"
             with open(script_file, "w") as f:
-                f.write(
-                    """
-from uipath.eval.mocks import mockable
-
-@mockable(name="Web Reader")
-def web_reader(url: str) -> str:
-    return "Original content"
-
-def main(input):
-    return {'result': web_reader('https://test.com')}
-"""
-                )
+                f.write("def main(input): return {'result': 'success'}")
 
             # Create uipath.json
             with open("uipath.json", "w") as f:
                 json.dump({"functions": {"main": f"{script_file}:main"}}, f)
 
-            # Create a MockingContext to return from load_simulation_config
-            mocking_strategy = LLMMockingStrategy(
-                type=MockingStrategyType.LLM,
-                prompt=valid_simulation_config["instructions"],
-                tools_to_simulate=[
-                    ToolSimulation(name=tool["name"])
-                    for tool in valid_simulation_config["toolsToSimulate"]
-                ],
-            )
-            mock_mocking_context = MockingContext(
-                strategy=mocking_strategy,
-                name="debug-simulation",
-                inputs={},
-            )
-
-            # Track if set_execution_context was called
+            # Track if UiPathMockRuntime is instantiated
             with patch(
-                "uipath._cli.cli_debug.set_execution_context"
-            ) as mock_set_context:
-                with patch(
-                    "uipath._cli.cli_debug.clear_execution_context"
-                ) as mock_clear_context:
-                    # Mock load_simulation_config to return the MockingContext
+                "uipath._cli.cli_debug.UiPathMockRuntime",
+            ) as mock_mock_runtime_class:
+                mock_mock_runtime_instance = Mock()
+                mock_mock_runtime_instance.execute = AsyncMock(
+                    return_value=Mock(status="SUCCESSFUL", output={})
+                )
+                mock_mock_runtime_class.return_value = mock_mock_runtime_instance
+
+                with patch("uipath._cli.cli_debug.Middlewares.next") as mock_middleware:
+                    mock_middleware.return_value = MiddlewareResult(
+                        should_continue=True,
+                        info_message=None,
+                        error_message=None,
+                        should_include_stacktrace=False,
+                    )
+
                     with patch(
-                        "uipath._cli.cli_debug.load_simulation_config"
-                    ) as mock_load_config:
-                        mock_load_config.return_value = mock_mocking_context
-
-                        with patch(
-                            "uipath._cli.cli_debug.Middlewares.next"
-                        ) as mock_middleware:
-                            # Set should_continue=True so the debug execution logic runs
-                            mock_middleware.return_value = MiddlewareResult(
-                                should_continue=True,
-                                info_message=None,
-                                error_message=None,
-                                should_include_stacktrace=False,
-                            )
-
-                            # Mock the runtime factory and execution
+                        "uipath._cli.cli_debug.UiPathRuntimeFactoryRegistry.get"
+                    ) as mock_factory_get:
+                        mock_runtime = Mock()
+                        mock_runtime.dispose = AsyncMock()
+
+                        mock_factory = Mock()
+                        mock_factory.new_runtime = AsyncMock(return_value=mock_runtime)
+                        mock_factory.get_settings = AsyncMock(
+                            return_value=Mock(trace_settings=None)
+                        )
+                        mock_factory.dispose = AsyncMock()
+                        mock_factory_get.return_value = mock_factory
+
+                        with patch("uipath._cli.cli_debug.get_debug_bridge"):
                             with patch(
-                                "uipath._cli.cli_debug.UiPathRuntimeFactoryRegistry.get"
-                            ) as mock_factory_get:
-                                mock_runtime = Mock()
-                                mock_runtime.execute = Mock(
-                                    return_value=Mock(status="SUCCESSFUL", output={})
+                                "uipath._cli.cli_debug.UiPathDebugRuntime"
+                            ) as mock_debug_runtime_class:
+                                mock_debug_runtime = Mock()
+                                mock_debug_runtime.dispose = AsyncMock()
+                                mock_debug_runtime_class.return_value = (
+                                    mock_debug_runtime
                                 )
-                                mock_runtime.dispose = Mock()
 
-                                mock_factory = Mock()
-                                mock_factory.new_runtime = Mock(
-                                    return_value=mock_runtime
+                                runner.invoke(cli, ["debug", "main", "{}"])
+
+                                # Verify UiPathMockRuntime was instantiated
+                                assert mock_mock_runtime_class.called
+                                call_kwargs = mock_mock_runtime_class.call_args
+                                # Verify delegate wraps the debug runtime (outermost)
+                                assert (
+                                    call_kwargs.kwargs["delegate"] is mock_debug_runtime
                                 )
-                                mock_factory.dispose = Mock()
-                                mock_factory_get.return_value = mock_factory
-
-                                # Mock debug bridge to avoid SignalR/console issues
-                                with patch("uipath._cli.cli_debug.get_debug_bridge"):
-                                    with patch(
-                                        "uipath._cli.cli_debug.UiPathDebugRuntime"
-                                    ) as mock_debug_runtime_class:
-                                        mock_debug_runtime = Mock()
-                                        mock_debug_runtime.execute = Mock(
-                                            return_value=Mock(
-                                                status="SUCCESSFUL", output={}
-                                            )
-                                        )
-                                        mock_debug_runtime.dispose = Mock()
-                                        mock_debug_runtime_class.return_value = (
-                                            mock_debug_runtime
-                                        )
-
-                                        runner.invoke(cli, ["debug", "main", "{}"])
-
-                                        # Verify set_execution_context was called
-                                        assert mock_set_context.called
-                                        # Verify the MockingContext passed has the right structure
-                                        call_args = mock_set_context.call_args
-                                        mocking_ctx = call_args[0][0]
-                                        assert isinstance(mocking_ctx, MockingContext)
-                                        assert mocking_ctx.strategy is not None
-                                        assert isinstance(
-                                            mocking_ctx.strategy, LLMMockingStrategy
-                                        )
-                                        assert (
-                                            len(mocking_ctx.strategy.tools_to_simulate)
-                                            == 3
-                                        )
-
-                                        # Verify clear_execution_context was called in finally block
-                                        assert mock_clear_context.called
-
-    def test_debug_clears_context_on_error(
-        self, runner: CliRunner, temp_dir: str, valid_simulation_config: dict[str, Any]
+
+    def test_debug_wraps_with_mock_runtime_on_error(
+        self, runner: CliRunner, temp_dir: str
     ):
-        """Test that execution context is cleared even when an error occurs."""
+        """Test that UiPathMockRuntime is used even when an error occurs during execution."""
         with runner.isolated_filesystem(temp_dir=temp_dir):
-            # Create simulation.json
-            with open("simulation.json", "w") as f:
-                json.dump(valid_simulation_config, f)
-
             script_file = "entrypoint.py"
             with open(script_file, "w") as f:
                 f.write("def main(input): raise Exception('Test error')")
@@ -338,73 +283,51 @@ def test_debug_clears_context_on_error(
             with open("uipath.json", "w") as f:
                 json.dump({"functions": {"main": f"{script_file}:main"}}, f)
 
-            # Create a MockingContext to return from load_simulation_config
-            mocking_strategy = LLMMockingStrategy(
-                type=MockingStrategyType.LLM,
-                prompt="Test instructions",
-                tools_to_simulate=[ToolSimulation(name="Test Tool")],
-            )
-            mock_mocking_context = MockingContext(
-                strategy=mocking_strategy,
-                name="test-simulation",
-                inputs={},
-            )
-
             with patch(
-                "uipath._cli.cli_debug.clear_execution_context"
-            ) as mock_clear_context:
-                with patch(
-                    "uipath._cli.cli_debug.load_simulation_config"
-                ) as mock_load_config:
-                    # Mock load_simulation_config to return a MockingContext
-                    mock_load_config.return_value = mock_mocking_context
+                "uipath._cli.cli_debug.UiPathMockRuntime",
+            ) as mock_mock_runtime_class:
+                mock_mock_runtime_instance = Mock()
+                mock_mock_runtime_instance.execute = AsyncMock(
+                    side_effect=Exception("Test error")
+                )
+                mock_mock_runtime_class.return_value = mock_mock_runtime_instance
+
+                with patch("uipath._cli.cli_debug.Middlewares.next") as mock_middleware:
+                    mock_middleware.return_value = MiddlewareResult(
+                        should_continue=True,
+                        info_message=None,
+                        error_message=None,
+                        should_include_stacktrace=False,
+                    )
 
                     with patch(
-                        "uipath._cli.cli_debug.Middlewares.next"
-                    ) as mock_middleware:
-                        mock_middleware.return_value = MiddlewareResult(
-                            should_continue=True,
-                            info_message=None,
-                            error_message=None,
-                            should_include_stacktrace=False,
+                        "uipath._cli.cli_debug.UiPathRuntimeFactoryRegistry.get"
+                    ) as mock_factory_get:
+                        mock_runtime = Mock()
+                        mock_runtime.dispose = AsyncMock()
+
+                        mock_factory = Mock()
+                        mock_factory.new_runtime = AsyncMock(return_value=mock_runtime)
+                        mock_factory.get_settings = AsyncMock(
+                            return_value=Mock(trace_settings=None)
                         )
+                        mock_factory.dispose = AsyncMock()
+                        mock_factory_get.return_value = mock_factory
+
+                        with patch("uipath._cli.cli_debug.get_debug_bridge"):
+                            with patch(
+                                "uipath._cli.cli_debug.UiPathDebugRuntime"
+                            ) as mock_debug_runtime_class:
+                                mock_debug_runtime = Mock()
+                                mock_debug_runtime.dispose = AsyncMock()
+                                mock_debug_runtime_class.return_value = (
+                                    mock_debug_runtime
+                                )
+
+                                runner.invoke(cli, ["debug", "main", "{}"])
 
-                        # Mock the runtime factory and execution to simulate an error
-                        with patch(
-                            "uipath._cli.cli_debug.UiPathRuntimeFactoryRegistry.get"
-                        ) as mock_factory_get:
-                            mock_runtime = Mock()
-                            # Make execute raise an exception to simulate an error
-                            mock_runtime.execute = Mock(
-                                side_effect=Exception("Test error during execution")
-                            )
-                            mock_runtime.dispose = Mock()
-
-                            mock_factory = Mock()
-                            mock_factory.new_runtime = Mock(return_value=mock_runtime)
-                            mock_factory.dispose = Mock()
-                            mock_factory_get.return_value = mock_factory
-
-                            # Mock debug bridge to avoid SignalR/console issues
-                            with patch("uipath._cli.cli_debug.get_debug_bridge"):
-                                with patch(
-                                    "uipath._cli.cli_debug.UiPathDebugRuntime"
-                                ) as mock_debug_runtime_class:
-                                    mock_debug_runtime = Mock()
-                                    # Make the debug runtime raise an exception
-                                    mock_debug_runtime.execute = Mock(
-                                        side_effect=Exception("Test error")
-                                    )
-                                    mock_debug_runtime.dispose = Mock()
-                                    mock_debug_runtime_class.return_value = (
-                                        mock_debug_runtime
-                                    )
-
-                                    # This will raise an exception during execution
-                                    runner.invoke(cli, ["debug", "main", "{}"])
-
-                                    # Verify clear_execution_context was still called
-                                    assert mock_clear_context.called
+                                # Verify UiPathMockRuntime was still instantiated
+                                assert mock_mock_runtime_class.called
 
     def test_simulation_config_enables_tool_mocking(
         self, temp_dir: str, valid_simulation_config: dict[str, Any]
@@ -417,15 +340,15 @@ def test_simulation_config_enables_tool_mocking(
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(valid_simulation_config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             mocking_ctx = load_simulation_config()
             assert mocking_ctx is not None
 
-            # Manually set context (simulating what debug command does)
-            from uipath._cli._evals._span_collection import ExecutionSpanCollector
+            # Manually set context (simulating what UiPathMockRuntime does)
+            from uipath.eval._execution_context import ExecutionSpanCollector
 
             span_collector = ExecutionSpanCollector()
-            from uipath._cli._evals.mocks.mocks import set_execution_context
+            from uipath.eval.mocks._mock_runtime import set_execution_context
 
             set_execution_context(mocking_ctx, span_collector, "test-execution-id")
 
@@ -438,13 +361,13 @@ def test_simulation_config_enables_tool_mocking(
             # Clean up
             clear_execution_context()
 
-    def test_disabled_simulation_does_not_set_context(
+    def test_middleware_short_circuits_before_mock_runtime(
         self,
         runner: CliRunner,
         temp_dir: str,
         disabled_simulation_config: dict[str, Any],
     ):
-        """Test that disabled simulation doesn't set execution context."""
+        """Test that middleware short-circuit prevents UiPathMockRuntime from being created."""
         with runner.isolated_filesystem(temp_dir=temp_dir):
             # Create disabled simulation.json
             with open("simulation.json", "w") as f:
@@ -459,8 +382,8 @@ def test_disabled_simulation_does_not_set_context(
                 json.dump({"functions": {"main": f"{script_file}:main"}}, f)
 
             with patch(
-                "uipath._cli.cli_debug.set_execution_context"
-            ) as mock_set_context:
+                "uipath._cli.cli_debug.UiPathMockRuntime",
+            ) as mock_mock_runtime_class:
                 with patch("uipath._cli.cli_debug.Middlewares.next") as mock_middleware:
                     mock_middleware.return_value = MiddlewareResult(
                         should_continue=False,
@@ -471,8 +394,8 @@ def test_disabled_simulation_does_not_set_context(
 
                     runner.invoke(cli, ["debug", "main", "{}"])
 
-                    # Verify set_execution_context was NOT called
-                    assert not mock_set_context.called
+                    # Verify UiPathMockRuntime was NOT instantiated
+                    assert not mock_mock_runtime_class.called
 
 
 class TestSimulationConfigFields:
@@ -488,7 +411,7 @@ def test_enabled_defaults_to_true_when_missing(self, temp_dir: str):
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             result = load_simulation_config()
             # Should load successfully since enabled defaults to true
             assert result is not None
@@ -507,13 +430,13 @@ def test_handles_tool_name_normalization(self, temp_dir: str):
         with open(simulation_path, "w", encoding="utf-8") as f:
             json.dump(config, f)
 
-        with patch("uipath._cli.cli_debug.Path.cwd", return_value=Path(temp_dir)):
+        with patch(f"{MOCK_RUNTIME_PATCH_PATH}.Path.cwd", return_value=Path(temp_dir)):
             mocking_ctx = load_simulation_config()
             assert mocking_ctx is not None
 
             # Set context to test name normalization
-            from uipath._cli._evals._span_collection import ExecutionSpanCollector
-            from uipath._cli._evals.mocks.mocks import set_execution_context
+            from uipath.eval._execution_context import ExecutionSpanCollector
+            from uipath.eval.mocks._mock_runtime import set_execution_context
 
             span_collector = ExecutionSpanCollector()
             set_execution_context(mocking_ctx, span_collector, "test-id")
diff --git a/tests/cli/test_init.py b/packages/uipath/tests/cli/test_init.py
similarity index 100%
rename from tests/cli/test_init.py
rename to packages/uipath/tests/cli/test_init.py
diff --git a/tests/cli/test_init_agents_md.py b/packages/uipath/tests/cli/test_init_agents_md.py
similarity index 100%
rename from tests/cli/test_init_agents_md.py
rename to packages/uipath/tests/cli/test_init_agents_md.py
diff --git a/tests/cli/test_input_args.py b/packages/uipath/tests/cli/test_input_args.py
similarity index 100%
rename from tests/cli/test_input_args.py
rename to packages/uipath/tests/cli/test_input_args.py
diff --git a/tests/cli/test_invoke.py b/packages/uipath/tests/cli/test_invoke.py
similarity index 100%
rename from tests/cli/test_invoke.py
rename to packages/uipath/tests/cli/test_invoke.py
diff --git a/tests/cli/test_new.py b/packages/uipath/tests/cli/test_new.py
similarity index 100%
rename from tests/cli/test_new.py
rename to packages/uipath/tests/cli/test_new.py
diff --git a/tests/cli/test_oidc_utils.py b/packages/uipath/tests/cli/test_oidc_utils.py
similarity index 100%
rename from tests/cli/test_oidc_utils.py
rename to packages/uipath/tests/cli/test_oidc_utils.py
diff --git a/tests/cli/test_pack.py b/packages/uipath/tests/cli/test_pack.py
similarity index 100%
rename from tests/cli/test_pack.py
rename to packages/uipath/tests/cli/test_pack.py
diff --git a/tests/cli/test_portal_service_ensure_valid_token.py b/packages/uipath/tests/cli/test_portal_service_ensure_valid_token.py
similarity index 100%
rename from tests/cli/test_portal_service_ensure_valid_token.py
rename to packages/uipath/tests/cli/test_portal_service_ensure_valid_token.py
index 7d8654f00..0f9455353 100644
--- a/tests/cli/test_portal_service_ensure_valid_token.py
+++ b/packages/uipath/tests/cli/test_portal_service_ensure_valid_token.py
@@ -12,10 +12,10 @@
 
 import pytest
 from click.testing import CliRunner
-from uipath.runtime.errors import UiPathRuntimeError
 
 from uipath._cli._auth._portal_service import PortalService
 from uipath.platform.common import TokenData
+from uipath.runtime.errors import UiPathRuntimeError
 
 
 @pytest.fixture
diff --git a/tests/cli/test_portal_service_refresh_token.py b/packages/uipath/tests/cli/test_portal_service_refresh_token.py
similarity index 100%
rename from tests/cli/test_portal_service_refresh_token.py
rename to packages/uipath/tests/cli/test_portal_service_refresh_token.py
diff --git a/tests/cli/test_publish.py b/packages/uipath/tests/cli/test_publish.py
similarity index 100%
rename from tests/cli/test_publish.py
rename to packages/uipath/tests/cli/test_publish.py
diff --git a/tests/cli/test_pull.py b/packages/uipath/tests/cli/test_pull.py
similarity index 100%
rename from tests/cli/test_pull.py
rename to packages/uipath/tests/cli/test_pull.py
diff --git a/tests/cli/test_push.py b/packages/uipath/tests/cli/test_push.py
similarity index 90%
rename from tests/cli/test_push.py
rename to packages/uipath/tests/cli/test_push.py
index 507800560..67274920d 100644
--- a/tests/cli/test_push.py
+++ b/packages/uipath/tests/cli/test_push.py
@@ -1328,6 +1328,263 @@ def test_push_shows_up_to_date_for_unchanged_files(
             assert "Updating 'main.py'" not in result.output
             assert "Updating 'helper.py'" not in result.output
 
+    def test_push_skips_root_evals_folder_files(
+        self,
+        runner: CliRunner,
+        temp_dir: str,
+        project_details: ProjectDetails,
+        mock_env_vars: dict[str, str],
+        httpx_mock: HTTPXMock,
+    ) -> None:
+        """Test that files in root evals folder are skipped during push."""
+        base_url = "https://cloud.uipath.com/organization"
+        project_id = "test-project-id"
+
+        mock_structure = {
+            "id": "root",
+            "name": "root",
+            "folders": [],
+            "files": [
+                {
+                    "id": "123",
+                    "name": "pyproject.toml",
+                    "isMain": False,
+                    "fileType": "1",
+                    "isEntryPoint": False,
+                    "ignoredFromPublish": False,
+                },
+            ],
+            "folderType": "0",
+        }
+
+        httpx_mock.add_response(
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/Structure",
+            json=mock_structure,
+        )
+
+        self._mock_lock_retrieval(httpx_mock, base_url, project_id, times=1)
+        self._mock_file_download(httpx_mock, "123")
+
+        httpx_mock.add_response(
+            method="POST",
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/StructuralMigration",
+            status_code=200,
+            json={"success": True},
+        )
+
+        httpx_mock.add_response(
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/Structure",
+            json=mock_structure,
+        )
+
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            self._create_required_files()
+
+            with open("pyproject.toml", "w") as f:
+                f.write(project_details.to_toml())
+
+            with open("main.py", "w") as f:
+                f.write("print('Hello World')")
+
+            # Create evals folder structure
+            os.makedirs("evals")
+            os.makedirs("evals/eval-sets")
+            os.makedirs("evals/evaluators")
+
+            # Create files in root evals folder (should be skipped)
+            with open("evals/root_file1.json", "w") as f:
+                f.write('{"should": "be skipped"}')
+            with open("evals/root_file2.py", "w") as f:
+                f.write("print('should be skipped')")
+
+            # Create files in eval-sets (should be included)
+            with open("evals/eval-sets/test_eval.json", "w") as f:
+                f.write('{"should": "be included"}')
+
+            # Create files in evaluators (should be included)
+            with open("evals/evaluators/test_evaluator.py", "w") as f:
+                f.write("def evaluate(): pass")
+
+            configure_env_vars(mock_env_vars)
+            os.environ["UIPATH_PROJECT_ID"] = project_id
+
+            result = runner.invoke(cli, ["push", "./", "--ignore-resources"])
+            assert result.exit_code == 0
+
+            # Verify root evals files are skipped
+            assert "Skipping 'evals/root_file1.json' (evals folder)" in result.output
+            assert "Skipping 'evals/root_file2.py' (evals folder)" in result.output
+
+            # Verify eval-sets and evaluators files are uploaded
+            assert "Uploading 'test_eval.json'" in result.output
+            assert "Uploading 'test_evaluator.py'" in result.output
+
+            # Verify main.py is uploaded
+            assert "Uploading 'main.py'" in result.output
+
+    def test_push_skips_only_root_evals_files_not_subdirectories(
+        self,
+        runner: CliRunner,
+        temp_dir: str,
+        project_details: ProjectDetails,
+        mock_env_vars: dict[str, str],
+        httpx_mock: HTTPXMock,
+    ) -> None:
+        """Test that only files directly in evals folder are skipped, not files in subdirectories."""
+        base_url = "https://cloud.uipath.com/organization"
+        project_id = "test-project-id"
+
+        mock_structure = {
+            "id": "root",
+            "name": "root",
+            "folders": [],
+            "files": [
+                {
+                    "id": "123",
+                    "name": "pyproject.toml",
+                    "isMain": False,
+                    "fileType": "1",
+                    "isEntryPoint": False,
+                    "ignoredFromPublish": False,
+                },
+            ],
+            "folderType": "0",
+        }
+
+        httpx_mock.add_response(
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/Structure",
+            json=mock_structure,
+        )
+
+        self._mock_lock_retrieval(httpx_mock, base_url, project_id, times=1)
+        self._mock_file_download(httpx_mock, "123")
+
+        httpx_mock.add_response(
+            method="POST",
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/StructuralMigration",
+            status_code=200,
+            json={"success": True},
+        )
+
+        httpx_mock.add_response(
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/Structure",
+            json=mock_structure,
+        )
+
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            self._create_required_files()
+
+            with open("pyproject.toml", "w") as f:
+                f.write(project_details.to_toml())
+
+            # Create evals folder with various subdirectories
+            os.makedirs("evals/eval-sets")
+            os.makedirs("evals/evaluators")
+            os.makedirs("evals/custom-subfolder")
+
+            # Files directly in evals (should be skipped)
+            with open("evals/config.json", "w") as f:
+                f.write('{"root": "file"}')
+
+            # Files in subdirectories (should be included)
+            with open("evals/eval-sets/test.json", "w") as f:
+                f.write('{"eval": "set"}')
+            with open("evals/evaluators/eval.py", "w") as f:
+                f.write("def evaluate(): pass")
+            with open("evals/custom-subfolder/data.json", "w") as f:
+                f.write('{"custom": "data"}')
+
+            configure_env_vars(mock_env_vars)
+            os.environ["UIPATH_PROJECT_ID"] = project_id
+
+            result = runner.invoke(cli, ["push", "./", "--ignore-resources"])
+            assert result.exit_code == 0
+
+            # Verify root file is skipped
+            assert "Skipping 'evals/config.json' (evals folder)" in result.output
+
+            # Verify subdirectory files are included
+            assert "Uploading 'test.json'" in result.output
+            assert "Uploading 'eval.py'" in result.output
+            assert "Uploading 'data.json'" in result.output
+
+    def test_push_logs_skipped_files_count(
+        self,
+        runner: CliRunner,
+        temp_dir: str,
+        project_details: ProjectDetails,
+        mock_env_vars: dict[str, str],
+        httpx_mock: HTTPXMock,
+    ) -> None:
+        """Test that push logs the count of skipped files from root evals folder."""
+        base_url = "https://cloud.uipath.com/organization"
+        project_id = "test-project-id"
+
+        mock_structure = {
+            "id": "root",
+            "name": "root",
+            "folders": [],
+            "files": [
+                {
+                    "id": "123",
+                    "name": "pyproject.toml",
+                    "isMain": False,
+                    "fileType": "1",
+                    "isEntryPoint": False,
+                    "ignoredFromPublish": False,
+                },
+            ],
+            "folderType": "0",
+        }
+
+        httpx_mock.add_response(
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/Structure",
+            json=mock_structure,
+        )
+
+        self._mock_lock_retrieval(httpx_mock, base_url, project_id, times=1)
+        self._mock_file_download(httpx_mock, "123")
+
+        httpx_mock.add_response(
+            method="POST",
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/StructuralMigration",
+            status_code=200,
+            json={"success": True},
+        )
+
+        httpx_mock.add_response(
+            url=f"{base_url}/studio_/backend/api/Project/{project_id}/FileOperations/Structure",
+            json=mock_structure,
+        )
+
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            self._create_required_files()
+
+            with open("pyproject.toml", "w") as f:
+                f.write(project_details.to_toml())
+
+            # Create evals folder with multiple files
+            os.makedirs("evals")
+
+            # Create 3 files in root evals
+            with open("evals/file1.json", "w") as f:
+                f.write("{}")
+            with open("evals/file2.py", "w") as f:
+                f.write("pass")
+            with open("evals/file3.yaml", "w") as f:
+                f.write("key: value")
+
+            configure_env_vars(mock_env_vars)
+            os.environ["UIPATH_PROJECT_ID"] = project_id
+
+            result = runner.invoke(cli, ["push", "./", "--ignore-resources"])
+            assert result.exit_code == 0
+
+            # Verify individual files are skipped
+            assert "Skipping 'evals/file1.json' (evals folder)" in result.output
+            assert "Skipping 'evals/file2.py' (evals folder)" in result.output
+            assert "Skipping 'evals/file3.yaml' (evals folder)" in result.output
+
     def test_push_preserves_remote_evals_when_no_local_evals(
         self,
         runner: CliRunner,
diff --git a/tests/cli/test_run.py b/packages/uipath/tests/cli/test_run.py
similarity index 99%
rename from tests/cli/test_run.py
rename to packages/uipath/tests/cli/test_run.py
index 2426fa19e..9069c5426 100644
--- a/tests/cli/test_run.py
+++ b/packages/uipath/tests/cli/test_run.py
@@ -210,7 +210,6 @@ def test_successful_execution(
                         output_file_path,
                     ],
                 )
-                print(result.output)
                 assert result.exit_code == 0
                 assert "Successful execution." in result.output
                 assert result.output.count("Hello world") >= 2
diff --git a/tests/cli/test_server.py b/packages/uipath/tests/cli/test_server.py
similarity index 59%
rename from tests/cli/test_server.py
rename to packages/uipath/tests/cli/test_server.py
index fb3cdf7a7..185979924 100644
--- a/tests/cli/test_server.py
+++ b/packages/uipath/tests/cli/test_server.py
@@ -28,6 +28,26 @@ async def start_job(
             return await response.json()
 
 
+async def start_job_with_env(
+    port: int,
+    job_key: str,
+    command: str,
+    args: list[str],
+    env_vars: dict[str, str],
+) -> dict[str, Any]:
+    """Start a job on the server with environment variables."""
+    async with aiohttp.ClientSession() as session:
+        async with session.post(
+            f"http://127.0.0.1:{port}/jobs/{job_key}/start",
+            json={
+                "command": command,
+                "args": args,
+                "environmentVariables": env_vars,
+            },
+        ) as response:
+            return await response.json()
+
+
 class TestServer:
     @pytest.fixture
     def server_port(self):
@@ -206,3 +226,146 @@ async def send_with_host(host: str):
             status, body = asyncio.run(send_with_host(host))
             assert status == 200, f"Host '{host}' should be allowed but got {status}"
             assert body == "OK"
+
+
+class TestServerEnvIsolation:
+    """Test that environment variables are isolated between sequential server requests."""
+
+    @pytest.fixture
+    def server_port(self):
+        import socket
+
+        with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s:
+            s.bind(("127.0.0.1", 0))
+            return s.getsockname()[1]
+
+    @pytest.fixture
+    def env_snapshots(self):
+        return []
+
+    @pytest.fixture
+    def server_with_spy(self, server_port, env_snapshots):
+        """Start server with a spy command that captures os.environ."""
+        import click
+
+        from uipath._cli import cli_server
+
+        @click.command()
+        def spy_cmd():
+            env_snapshots.append(dict(os.environ))
+
+        original_commands = cli_server.COMMANDS.copy()
+        cli_server.COMMANDS["spy"] = spy_cmd
+
+        def run_server():
+            loop = asyncio.new_event_loop()
+            asyncio.set_event_loop(loop)
+            try:
+                loop.run_until_complete(start_tcp_server("127.0.0.1", server_port))
+            except asyncio.CancelledError:
+                pass
+            finally:
+                loop.close()
+
+        thread = threading.Thread(target=run_server, daemon=True)
+        thread.start()
+        time.sleep(0.5)
+
+        yield server_port
+
+        cli_server.COMMANDS.clear()
+        cli_server.COMMANDS.update(original_commands)
+
+    def test_env_vars_do_not_leak_between_requests(
+        self, server_with_spy, env_snapshots
+    ):
+        """Env vars from request 1 must not be visible in request 2."""
+        port = server_with_spy
+
+        # Request 1: set TEST_VAR_A
+        asyncio.run(
+            start_job_with_env(
+                port,
+                "job-1",
+                "spy",
+                [],
+                {"TEST_VAR_A": "value_a"},
+            )
+        )
+
+        # Request 2: set TEST_VAR_B (but NOT TEST_VAR_A)
+        asyncio.run(
+            start_job_with_env(
+                port,
+                "job-2",
+                "spy",
+                [],
+                {"TEST_VAR_B": "value_b"},
+            )
+        )
+
+        assert len(env_snapshots) == 2
+
+        env_run1 = env_snapshots[0]
+        env_run2 = env_snapshots[1]
+
+        # Run 1 should have TEST_VAR_A
+        assert env_run1["TEST_VAR_A"] == "value_a"
+        assert "TEST_VAR_B" not in env_run1
+
+        # Run 2 should have TEST_VAR_B but NOT TEST_VAR_A
+        assert env_run2["TEST_VAR_B"] == "value_b"
+        assert "TEST_VAR_A" not in env_run2
+
+    def test_server_baseline_env_preserved(self, server_with_spy, env_snapshots):
+        """Server baseline env vars (like PATH) should be available during command execution."""
+        from uipath._cli import cli_server
+
+        port = server_with_spy
+
+        asyncio.run(
+            start_job_with_env(
+                port,
+                "job-1",
+                "spy",
+                [],
+                {"CUSTOM_VAR": "custom_value"},
+            )
+        )
+
+        assert len(env_snapshots) == 1
+        env_run = env_snapshots[0]
+
+        # Baseline is captured at server start, not import time
+        baseline = cli_server._state.baseline_env
+        assert baseline is not None
+
+        # Baseline env vars should be present
+        assert env_run.get("PATH") == baseline.get("PATH")
+
+        # Request env var should override/add
+        assert env_run["CUSTOM_VAR"] == "custom_value"
+
+    def test_env_restored_after_request(self, server_with_spy):
+        """os.environ should be restored to baseline after each request."""
+        from uipath._cli import cli_server
+
+        port = server_with_spy
+
+        asyncio.run(
+            start_job_with_env(
+                port,
+                "job-1",
+                "spy",
+                [],
+                {"SHOULD_NOT_PERSIST": "temporary"},
+            )
+        )
+
+        baseline = cli_server._state.baseline_env
+        assert baseline is not None
+
+        # After the request, os.environ should match baseline
+        assert "SHOULD_NOT_PERSIST" not in os.environ
+        for key in baseline:
+            assert os.environ.get(key) == baseline[key]
diff --git a/tests/cli/test_utils.py b/packages/uipath/tests/cli/test_utils.py
similarity index 75%
rename from tests/cli/test_utils.py
rename to packages/uipath/tests/cli/test_utils.py
index 237d0f858..19aeeb7ab 100644
--- a/tests/cli/test_utils.py
+++ b/packages/uipath/tests/cli/test_utils.py
@@ -3,7 +3,12 @@
 
 from pydantic import BaseModel
 
-from uipath._cli._utils._common import serialize_object
+from uipath.core.serialization import serialize_object
+from uipath.runtime.errors import (
+    UiPathErrorCategory,
+    UiPathErrorCode,
+    UiPathRuntimeError,
+)
 
 
 class SamplePydanticModel(BaseModel):
@@ -95,6 +100,7 @@ def test_serialize_complex_nested_structure() -> None:
             name="test", age=25, tags=["tag1", "tag2"], metadata={"nested": True}
         ),
         "dataclass": SampleDataClass(value="test", numbers=[1, 2, 3]),
+        "error": RuntimeError("something failed"),
         "list": [
             {"key": "value"},
             SamplePydanticModel(name="nested", age=30, tags=["tag3"]),
@@ -110,6 +116,7 @@ def test_serialize_complex_nested_structure() -> None:
             "metadata": {"nested": True},
         },
         "dataclass": {"value": "test", "numbers": [1, 2, 3]},
+        "error": "something failed",
         "list": [
             {"key": "value"},
             {"name": "nested", "age": 30, "tags": ["tag3"], "metadata": None},
@@ -117,3 +124,29 @@ def test_serialize_complex_nested_structure() -> None:
         ],
     }
     assert serialize_object(complex_structure) == expected
+
+
+def test_serialize_uipath_runtime_error() -> None:
+    """Test serialization of UiPathBaseRuntimeError-like objects with as_dict property."""
+
+    error = UiPathRuntimeError(
+        code=UiPathErrorCode.INPUT_INVALID_JSON,
+        title="Test error title",
+        detail="Something went wrong",
+        category=UiPathErrorCategory.USER,
+        prefix="Test",
+        include_traceback=False,
+    )
+    result = serialize_object(error)
+
+    assert result["code"] == "Test.INPUT_INVALID_JSON"
+    assert result["title"] == "Test error title"
+    assert result["detail"] == "Something went wrong"
+    assert result["category"] == "User"
+
+
+def test_serialize_exception() -> None:
+    """Test serialization of a plain exception returns its message."""
+    error = ValueError("something broke")
+    result = serialize_object(error)
+    assert result == "something broke"
diff --git a/tests/cli/unit/test_buckets_migration.py b/packages/uipath/tests/cli/unit/test_buckets_migration.py
similarity index 100%
rename from tests/cli/unit/test_buckets_migration.py
rename to packages/uipath/tests/cli/unit/test_buckets_migration.py
diff --git a/tests/cli/unit/test_context.py b/packages/uipath/tests/cli/unit/test_context.py
similarity index 100%
rename from tests/cli/unit/test_context.py
rename to packages/uipath/tests/cli/unit/test_context.py
diff --git a/tests/cli/unit/test_formatters.py b/packages/uipath/tests/cli/unit/test_formatters.py
similarity index 100%
rename from tests/cli/unit/test_formatters.py
rename to packages/uipath/tests/cli/unit/test_formatters.py
diff --git a/tests/cli/unit/test_service_cli_generator.py b/packages/uipath/tests/cli/unit/test_service_cli_generator.py
similarity index 100%
rename from tests/cli/unit/test_service_cli_generator.py
rename to packages/uipath/tests/cli/unit/test_service_cli_generator.py
diff --git a/tests/cli/unit/test_service_metadata.py b/packages/uipath/tests/cli/unit/test_service_metadata.py
similarity index 100%
rename from tests/cli/unit/test_service_metadata.py
rename to packages/uipath/tests/cli/unit/test_service_metadata.py
diff --git a/tests/cli/unit/test_service_protocol.py b/packages/uipath/tests/cli/unit/test_service_protocol.py
similarity index 100%
rename from tests/cli/unit/test_service_protocol.py
rename to packages/uipath/tests/cli/unit/test_service_protocol.py
diff --git a/tests/cli/unit/test_type_registry.py b/packages/uipath/tests/cli/unit/test_type_registry.py
similarity index 100%
rename from tests/cli/unit/test_type_registry.py
rename to packages/uipath/tests/cli/unit/test_type_registry.py
diff --git a/tests/cli/unit/test_validators.py b/packages/uipath/tests/cli/unit/test_validators.py
similarity index 100%
rename from tests/cli/unit/test_validators.py
rename to packages/uipath/tests/cli/unit/test_validators.py
diff --git a/tests/cli/utils/common.py b/packages/uipath/tests/cli/utils/common.py
similarity index 100%
rename from tests/cli/utils/common.py
rename to packages/uipath/tests/cli/utils/common.py
diff --git a/tests/cli/utils/project_details.py b/packages/uipath/tests/cli/utils/project_details.py
similarity index 100%
rename from tests/cli/utils/project_details.py
rename to packages/uipath/tests/cli/utils/project_details.py
diff --git a/tests/conftest.py b/packages/uipath/tests/conftest.py
similarity index 100%
rename from tests/conftest.py
rename to packages/uipath/tests/conftest.py
diff --git a/tests/evaluators/__init__.py b/packages/uipath/tests/evaluators/__init__.py
similarity index 100%
rename from tests/evaluators/__init__.py
rename to packages/uipath/tests/evaluators/__init__.py
diff --git a/tests/evaluators/test_documentation_examples.py b/packages/uipath/tests/evaluators/test_documentation_examples.py
similarity index 100%
rename from tests/evaluators/test_documentation_examples.py
rename to packages/uipath/tests/evaluators/test_documentation_examples.py
diff --git a/packages/uipath/tests/evaluators/test_eval_level_expected_output.py b/packages/uipath/tests/evaluators/test_eval_level_expected_output.py
new file mode 100644
index 000000000..1c2b8fd44
--- /dev/null
+++ b/packages/uipath/tests/evaluators/test_eval_level_expected_output.py
@@ -0,0 +1,761 @@
+"""Tests for evaluation-level expectedOutput schema enhancement.
+
+Tests the new optional `expectedOutput` field on EvaluationItem and the
+runtime criteria resolution logic that injects it into output-based evaluators.
+"""
+
+import uuid
+from typing import Any
+
+import pytest
+from pytest_mock.plugin import MockerFixture
+
+from uipath.eval.evaluators.contains_evaluator import (
+    ContainsEvaluationCriteria,
+    ContainsEvaluator,
+)
+from uipath.eval.evaluators.exact_match_evaluator import ExactMatchEvaluator
+from uipath.eval.evaluators.json_similarity_evaluator import (
+    JsonSimilarityEvaluator,
+)
+from uipath.eval.evaluators.llm_as_judge_evaluator import LLMJudgeJustification
+from uipath.eval.evaluators.llm_judge_output_evaluator import (
+    LLMJudgeOutputEvaluator,
+)
+from uipath.eval.evaluators.output_evaluator import OutputEvaluationCriteria
+from uipath.eval.models import NumericEvaluationResult
+from uipath.eval.models.evaluation_set import (
+    EvaluationItem,
+    EvaluationSet,
+)
+from uipath.eval.models.models import AgentExecution
+
+# ─────────────────────────────────────────────────────────────────
+# Model Tests
+# ─────────────────────────────────────────────────────────────────
+
+
+class TestEvaluationItemExpectedOutput:
+    """Test the new expectedOutput field on EvaluationItem."""
+
+    def test_evaluation_item_with_dict_expected_output(self) -> None:
+        """EvaluationItem with dict expectedOutput parses correctly."""
+        item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test Evaluation",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {"result": 4},
+                "evaluationCriterias": {
+                    "exact-match": None,
+                },
+            }
+        )
+        assert item.expected_output == {"result": 4}
+
+    def test_evaluation_item_with_string_expected_output(self) -> None:
+        """EvaluationItem with string expectedOutput parses correctly."""
+        item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test Evaluation",
+                "inputs": {"query": "hello"},
+                "expectedOutput": "Hello World",
+                "evaluationCriterias": {
+                    "exact-match": None,
+                },
+            }
+        )
+        assert item.expected_output == "Hello World"
+
+    def test_evaluation_item_without_expected_output(self) -> None:
+        """EvaluationItem without expectedOutput still works (backward compat)."""
+        item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test Evaluation",
+                "inputs": {"query": "2+2"},
+                "evaluationCriterias": {
+                    "exact-match": {"expectedOutput": {"result": 4}},
+                },
+            }
+        )
+        assert item.expected_output is None
+
+    def test_evaluation_item_with_null_expected_output(self) -> None:
+        """EvaluationItem with explicit null expectedOutput parses as None."""
+        item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test Evaluation",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": None,
+                "evaluationCriterias": {
+                    "exact-match": {"expectedOutput": {"result": 4}},
+                },
+            }
+        )
+        assert item.expected_output is None
+
+    def test_evaluation_item_serialization_roundtrip_with_expected_output(
+        self,
+    ) -> None:
+        """Serialization roundtrip preserves expectedOutput."""
+        original_data = {
+            "id": "eval-1",
+            "name": "Test Evaluation",
+            "inputs": {"query": "2+2"},
+            "expectedOutput": {"result": 4},
+            "evaluationCriterias": {
+                "exact-match": None,
+            },
+        }
+        item = EvaluationItem.model_validate(original_data)
+        serialized = item.model_dump(by_alias=True, exclude_none=True)
+
+        assert serialized["expectedOutput"] == {"result": 4}
+
+        # Roundtrip
+        item2 = EvaluationItem.model_validate(serialized)
+        assert item2.expected_output == {"result": 4}
+
+    def test_evaluation_item_serialization_omits_none_expected_output(self) -> None:
+        """Serialization omits expectedOutput when None and exclude_none=True."""
+        item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test Evaluation",
+                "inputs": {"query": "2+2"},
+                "evaluationCriterias": {"exact-match": None},
+            }
+        )
+        serialized = item.model_dump(by_alias=True, exclude_none=True)
+        assert "expectedOutput" not in serialized
+
+    def test_evaluation_set_with_evaluation_level_expected_output(self) -> None:
+        """EvaluationSet with evaluation-level expectedOutput parses correctly."""
+        evaluation_set = EvaluationSet.model_validate(
+            {
+                "id": "set-1",
+                "name": "Test Set",
+                "version": "1.0",
+                "evaluatorConfigs": ["exact-match"],
+                "evaluations": [
+                    {
+                        "id": "eval-1",
+                        "name": "Test Evaluation",
+                        "inputs": {"query": "2+2"},
+                        "expectedOutput": {"result": 4},
+                        "evaluationCriterias": {
+                            "exact-match": None,
+                        },
+                    }
+                ],
+            }
+        )
+        assert evaluation_set.evaluations[0].expected_output == {"result": 4}
+
+    def test_evaluation_item_with_python_field_name(self) -> None:
+        """EvaluationItem works with Python field name (populate_by_name=True)."""
+        item = EvaluationItem(
+            id="eval-1",
+            name="Test Evaluation",
+            inputs={"query": "2+2"},
+            expected_output={"result": 4},
+            evaluation_criterias={"exact-match": None},
+        )
+        assert item.expected_output == {"result": 4}
+
+
+# ─────────────────────────────────────────────────────────────────
+# Runtime Criteria Resolution Tests
+# ─────────────────────────────────────────────────────────────────
+
+
+class TestRuntimeCriteriaResolution:
+    """Test the runtime criteria merge logic for evaluation-level expectedOutput.
+
+    These tests verify the merge logic directly against evaluators,
+    simulating what runtime.py does when building typed criteria.
+    """
+
+    def _build_criteria(
+        self,
+        evaluator: Any,
+        evaluation_item: EvaluationItem,
+        evaluator_id: str,
+    ) -> Any:
+        """Simulate the runtime's criteria resolution logic.
+
+        This mirrors the logic in runtime.py _execute_eval().
+        """
+        if evaluator_id not in evaluation_item.evaluation_criterias:
+            return None
+
+        evaluation_criteria = evaluation_item.evaluation_criterias[evaluator_id]
+
+        # Inject evaluation-level expectedOutput for output-based evaluators
+        if evaluation_item.expected_output is not None and issubclass(
+            evaluator.evaluation_criteria_type,
+            OutputEvaluationCriteria,
+        ):
+            if evaluation_criteria is None:
+                evaluation_criteria = {
+                    "expectedOutput": evaluation_item.expected_output
+                }
+            elif "expectedOutput" not in evaluation_criteria:
+                evaluation_criteria = {
+                    **evaluation_criteria,
+                    "expectedOutput": evaluation_item.expected_output,
+                }
+            # else: per-evaluator expectedOutput takes precedence
+
+        if evaluation_criteria:
+            return evaluator.evaluation_criteria_type(**evaluation_criteria)
+        return None
+
+    @pytest.mark.asyncio
+    async def test_evaluation_level_used_when_criteria_is_null(self) -> None:
+        """When per-evaluator criteria is null, evaluation-level expectedOutput is injected."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {"output": "Test output"},
+                "evaluationCriterias": {evaluator_id: None},
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        assert criteria is not None
+        assert isinstance(criteria, OutputEvaluationCriteria)
+        assert criteria.expected_output == {"output": "Test output"}
+
+    @pytest.mark.asyncio
+    async def test_per_evaluator_overrides_evaluation_level(self) -> None:
+        """Per-evaluator criteria expectedOutput overrides evaluation-level."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {"result": "evaluation-level"},
+                "evaluationCriterias": {
+                    evaluator_id: {"expectedOutput": {"result": "per-evaluator"}}
+                },
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        assert criteria is not None
+        assert criteria.expected_output == {"result": "per-evaluator"}
+
+    @pytest.mark.asyncio
+    async def test_evaluation_level_injected_when_criteria_lacks_expected_output(
+        self,
+    ) -> None:
+        """When criteria has other fields but no expectedOutput, evaluation-level is injected."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {"result": 4},
+                "evaluationCriterias": {evaluator_id: {"someOtherField": "value"}},
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        assert criteria is not None
+        assert criteria.expected_output == {"result": 4}
+
+    @pytest.mark.asyncio
+    async def test_non_output_evaluator_unaffected_by_evaluation_level(self) -> None:
+        """Non-output evaluators (ContainsEvaluator) ignore evaluation-level expectedOutput."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ContainsEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "hello"},
+                "expectedOutput": {"result": "should be ignored"},
+                "evaluationCriterias": {evaluator_id: {"searchText": "hello"}},
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        assert criteria is not None
+        assert isinstance(criteria, ContainsEvaluationCriteria)
+        assert criteria.search_text == "hello"
+        # expectedOutput was NOT injected
+        assert not hasattr(criteria, "expected_output")
+
+    @pytest.mark.asyncio
+    async def test_no_evaluation_level_expected_output_no_injection(self) -> None:
+        """When evaluation-level expectedOutput is None, no injection happens."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "2+2"},
+                "evaluationCriterias": {evaluator_id: None},
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        # No evaluation-level, no criteria -> None (will fall to default or error)
+        assert criteria is None
+
+    @pytest.mark.asyncio
+    async def test_evaluation_level_string_expected_output(self) -> None:
+        """String evaluation-level expectedOutput is injected correctly."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "hello"},
+                "expectedOutput": "Hello World",
+                "evaluationCriterias": {evaluator_id: None},
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        assert criteria is not None
+        assert criteria.expected_output == "Hello World"
+
+    @pytest.mark.asyncio
+    async def test_evaluation_level_empty_dict_expected_output(self) -> None:
+        """Empty dict evaluation-level expectedOutput is still treated as present."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Test",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {},
+                "evaluationCriterias": {evaluator_id: None},
+            }
+        )
+
+        criteria = self._build_criteria(evaluator, evaluation_item, evaluator_id)
+
+        assert criteria is not None
+        assert criteria.expected_output == {}
+
+
+# ─────────────────────────────────────────────────────────────────
+# Evaluator Integration Tests
+# ─────────────────────────────────────────────────────────────────
+
+
+class TestExactMatchWithEvaluationLevelExpectedOutput:
+    """Test ExactMatchEvaluator with evaluation-level expectedOutput."""
+
+    @pytest.mark.asyncio
+    async def test_exact_match_with_evaluation_level_expected_output(self) -> None:
+        """ExactMatchEvaluator uses evaluation-level expectedOutput when criteria is null."""
+        execution = AgentExecution(
+            agent_input={"query": "2+2"},
+            agent_output={"result": 4},
+            agent_trace=[],
+        )
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": str(uuid.uuid4())}
+        )
+
+        # Simulate runtime injection: evaluation-level expectedOutput -> criteria
+        criteria = OutputEvaluationCriteria(
+            expected_output={"result": 4}  # pyright: ignore[reportCallIssue]
+        )
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == 1.0
+
+    @pytest.mark.asyncio
+    async def test_exact_match_per_evaluator_overrides_evaluation_level(self) -> None:
+        """Per-evaluator expectedOutput overrides evaluation-level."""
+        execution = AgentExecution(
+            agent_input={"query": "2+2"},
+            agent_output={"result": 4},
+            agent_trace=[],
+        )
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": str(uuid.uuid4())}
+        )
+
+        # Per-evaluator has different expectedOutput (mismatch)
+        criteria = OutputEvaluationCriteria(
+            expected_output={"result": 5}  # pyright: ignore[reportCallIssue]
+        )
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == 0.0
+
+
+class TestJsonSimilarityWithEvaluationLevelExpectedOutput:
+    """Test JsonSimilarityEvaluator with evaluation-level expectedOutput."""
+
+    @pytest.mark.asyncio
+    async def test_json_similarity_with_evaluation_level_expected_output(self) -> None:
+        """JsonSimilarityEvaluator uses evaluation-level expectedOutput."""
+        execution = AgentExecution(
+            agent_input={"input": "Test"},
+            agent_output={"name": "John", "age": 30, "city": "NYC"},
+            agent_trace=[],
+        )
+        evaluator = JsonSimilarityEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": str(uuid.uuid4())}
+        )
+
+        criteria = OutputEvaluationCriteria(
+            expected_output={"name": "John", "age": 30, "city": "NYC"}  # pyright: ignore[reportCallIssue]
+        )
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == 1.0
+
+
+class TestLLMJudgeWithEvaluationLevelExpectedOutput:
+    """Test LLMJudgeOutputEvaluator with evaluation-level expectedOutput."""
+
+    @pytest.mark.asyncio
+    async def test_llm_judge_output_with_evaluation_level_expected_output(
+        self, mocker: MockerFixture
+    ) -> None:
+        """LLMJudgeOutputEvaluator uses evaluation-level expectedOutput."""
+        mock_tool_call = mocker.MagicMock()
+        mock_tool_call.id = "call_1"
+        mock_tool_call.name = "submit_evaluation"
+        mock_tool_call.arguments = {
+            "score": 90,
+            "justification": "Output matches expected",
+        }
+
+        mock_response = mocker.MagicMock()
+        mock_response.choices = [
+            mocker.MagicMock(
+                message=mocker.MagicMock(content=None, tool_calls=[mock_tool_call])
+            )
+        ]
+
+        async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
+            return mock_response
+
+        config = {
+            "name": "LlmJudgeTest",
+            "prompt": "Rate: {{ActualOutput}} vs {{ExpectedOutput}}",
+            "model": "gpt-4o",
+        }
+        evaluator = LLMJudgeOutputEvaluator.model_validate(
+            {
+                "evaluatorConfig": config,
+                "llm_service": mock_chat_completions,
+                "id": str(uuid.uuid4()),
+            }
+        )
+
+        execution = AgentExecution(
+            agent_input={"query": "test"},
+            agent_output={"result": "test output"},
+            agent_trace=[],
+        )
+
+        # Criteria built from evaluation-level expectedOutput
+        criteria = OutputEvaluationCriteria(
+            expected_output={"result": "test output"}  # pyright: ignore[reportCallIssue]
+        )
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == 0.9
+        assert isinstance(result.details, LLMJudgeJustification)
+
+
+# ─────────────────────────────────────────────────────────────────
+# Legacy Migration Compatibility Tests
+# ─────────────────────────────────────────────────────────────────
+
+
+class TestLegacyMigrationCompatibility:
+    """Test that legacy migration path is unaffected by the new field."""
+
+    def test_legacy_evaluation_set_still_migrates(self) -> None:
+        """Legacy evaluation set without evaluation-level expectedOutput migrates correctly."""
+        from uipath.eval.helpers import discriminate_eval_set
+
+        legacy_data = {
+            "id": "set-1",
+            "fileName": "test.json",
+            "name": "Legacy Set",
+            "evaluatorRefs": ["exact-match"],
+            "evaluations": [
+                {
+                    "id": "eval-1",
+                    "name": "Test Evaluation",
+                    "inputs": {"query": "2+2"},
+                    "expectedOutput": {"result": 4},
+                    "expectedAgentBehavior": "",
+                    "evalSetId": "set-1",
+                    "createdAt": "2024-01-01T00:00:00Z",
+                    "updatedAt": "2024-01-01T00:00:00Z",
+                }
+            ],
+            "batchSize": 10,
+            "timeoutMinutes": 20,
+            "createdAt": "2024-01-01T00:00:00Z",
+            "updatedAt": "2024-01-01T00:00:00Z",
+        }
+
+        result = discriminate_eval_set(legacy_data)
+
+        # Should parse as LegacyEvaluationSet (no version field)
+        from uipath.eval.models.evaluation_set import LegacyEvaluationSet
+
+        assert isinstance(result, LegacyEvaluationSet)
+
+    def test_v1_evaluation_set_with_evaluation_level_expected_output(self) -> None:
+        """v1.0 evaluation set with evaluation-level expectedOutput parses correctly."""
+        from uipath.eval.helpers import discriminate_eval_set
+
+        v1_data = {
+            "id": "set-1",
+            "name": "V1 Set",
+            "version": "1.0",
+            "evaluatorConfigs": ["exact-match"],
+            "evaluations": [
+                {
+                    "id": "eval-1",
+                    "name": "Test Evaluation",
+                    "inputs": {"query": "2+2"},
+                    "expectedOutput": {"result": 4},
+                    "evaluationCriterias": {
+                        "exact-match": None,
+                    },
+                }
+            ],
+        }
+
+        result = discriminate_eval_set(v1_data)
+
+        assert isinstance(result, EvaluationSet)
+        assert result.evaluations[0].expected_output == {"result": 4}
+
+    def test_v1_evaluation_set_without_evaluation_level_expected_output(self) -> None:
+        """v1.0 evaluation set without evaluation-level expectedOutput still works."""
+        from uipath.eval.helpers import discriminate_eval_set
+
+        v1_data = {
+            "id": "set-1",
+            "name": "V1 Set",
+            "version": "1.0",
+            "evaluatorConfigs": ["exact-match"],
+            "evaluations": [
+                {
+                    "id": "eval-1",
+                    "name": "Test Evaluation",
+                    "inputs": {"query": "2+2"},
+                    "evaluationCriterias": {
+                        "exact-match": {"expectedOutput": {"result": 4}},
+                    },
+                }
+            ],
+        }
+
+        result = discriminate_eval_set(v1_data)
+
+        assert isinstance(result, EvaluationSet)
+        assert result.evaluations[0].expected_output is None
+
+
+# ─────────────────────────────────────────────────────────────────
+# End-to-End Criteria Resolution Tests
+# ─────────────────────────────────────────────────────────────────
+
+
+class TestEndToEndCriteriaResolution:
+    """End-to-end tests that simulate the full runtime flow."""
+
+    @pytest.mark.asyncio
+    async def test_e2e_exact_match_null_criteria_with_evaluation_level(self) -> None:
+        """Full flow: null criteria + evaluation-level -> ExactMatch evaluator gets expectedOutput."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Calculator Test",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {"result": 4},
+                "evaluationCriterias": {evaluator_id: None},
+            }
+        )
+        execution = AgentExecution(
+            agent_input={"query": "2+2"},
+            agent_output={"result": 4},
+            agent_trace=[],
+        )
+
+        # Simulate runtime merge
+        evaluation_criteria = evaluation_item.evaluation_criterias[evaluator_id]
+        if evaluation_item.expected_output is not None and issubclass(
+            evaluator.evaluation_criteria_type, OutputEvaluationCriteria
+        ):
+            if evaluation_criteria is None:
+                evaluation_criteria = {
+                    "expectedOutput": evaluation_item.expected_output
+                }
+            elif "expectedOutput" not in evaluation_criteria:
+                evaluation_criteria = {
+                    **evaluation_criteria,
+                    "expectedOutput": evaluation_item.expected_output,
+                }
+
+        assert evaluation_criteria is not None
+        typed_criteria = evaluator.evaluation_criteria_type(**evaluation_criteria)
+        result = await evaluator.evaluate(execution, typed_criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == 1.0
+
+    @pytest.mark.asyncio
+    async def test_e2e_mixed_evaluators_with_evaluation_level(self) -> None:
+        """Multiple evaluators: output-based gets evaluation-level, non-output ignores it."""
+        exact_match_id = str(uuid.uuid4())
+        contains_id = str(uuid.uuid4())
+
+        exact_match_evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "ExactMatch"}, "id": exact_match_id}
+        )
+        contains_evaluator = ContainsEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Contains"}, "id": contains_id}
+        )
+
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Mixed Test",
+                "inputs": {"query": "hello"},
+                "expectedOutput": "Hello World",
+                "evaluationCriterias": {
+                    exact_match_id: None,  # Will get evaluation-level expectedOutput
+                    contains_id: {"searchText": "Hello"},  # Unaffected
+                },
+            }
+        )
+        execution = AgentExecution(
+            agent_input={"query": "hello"},
+            agent_output="Hello World",
+            agent_trace=[],
+        )
+
+        # Process exact-match (output-based)
+        em_criteria = evaluation_item.evaluation_criterias[exact_match_id]
+        if evaluation_item.expected_output is not None and issubclass(
+            exact_match_evaluator.evaluation_criteria_type,
+            OutputEvaluationCriteria,
+        ):
+            if em_criteria is None:
+                em_criteria = {"expectedOutput": evaluation_item.expected_output}
+
+        assert em_criteria is not None
+        em_typed = exact_match_evaluator.evaluation_criteria_type(**em_criteria)
+        em_result = await exact_match_evaluator.evaluate(execution, em_typed)
+        assert em_result.score == 1.0
+
+        # Process contains (non-output-based)
+        c_criteria = evaluation_item.evaluation_criterias[contains_id]
+        assert not issubclass(
+            contains_evaluator.evaluation_criteria_type,
+            OutputEvaluationCriteria,
+        )
+        assert c_criteria is not None
+        c_typed = contains_evaluator.evaluation_criteria_type(**c_criteria)
+        c_result = await contains_evaluator.evaluate(execution, c_typed)
+        assert c_result.score == 1.0
+
+    @pytest.mark.asyncio
+    async def test_e2e_per_evaluator_override_with_evaluation_level(self) -> None:
+        """Per-evaluator criteria overrides evaluation-level in full flow."""
+        evaluator_id = str(uuid.uuid4())
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {"name": "Test"}, "id": evaluator_id}
+        )
+        evaluation_item = EvaluationItem.model_validate(
+            {
+                "id": "eval-1",
+                "name": "Override Test",
+                "inputs": {"query": "2+2"},
+                "expectedOutput": {"result": "wrong"},
+                "evaluationCriterias": {
+                    evaluator_id: {"expectedOutput": {"result": 4}}
+                },
+            }
+        )
+        execution = AgentExecution(
+            agent_input={"query": "2+2"},
+            agent_output={"result": 4},
+            agent_trace=[],
+        )
+
+        # Simulate runtime merge
+        evaluation_criteria = evaluation_item.evaluation_criterias[evaluator_id]
+        if evaluation_item.expected_output is not None and issubclass(
+            evaluator.evaluation_criteria_type, OutputEvaluationCriteria
+        ):
+            if evaluation_criteria is None:
+                evaluation_criteria = {
+                    "expectedOutput": evaluation_item.expected_output
+                }
+            elif "expectedOutput" not in evaluation_criteria:
+                evaluation_criteria = {
+                    **evaluation_criteria,
+                    "expectedOutput": evaluation_item.expected_output,
+                }
+            # else: per-evaluator wins (this case)
+
+        assert evaluation_criteria is not None
+        typed_criteria = evaluator.evaluation_criteria_type(**evaluation_criteria)
+        result = await evaluator.evaluate(execution, typed_criteria)
+
+        # Per-evaluator says {"result": 4}, agent output is {"result": 4} -> match
+        assert result.score == 1.0
+        # Verify evaluation-level "wrong" was NOT used
+        assert typed_criteria.expected_output == {"result": 4}
diff --git a/packages/uipath/tests/evaluators/test_evaluator_aggregation.py b/packages/uipath/tests/evaluators/test_evaluator_aggregation.py
new file mode 100644
index 000000000..2d15b8ae4
--- /dev/null
+++ b/packages/uipath/tests/evaluators/test_evaluator_aggregation.py
@@ -0,0 +1,1021 @@
+"""Test module for evaluation result aggregation logic.
+
+This module tests the compute_evaluator_scores() standalone function,
+which handles deduplication, per-evaluator reduction, and weighted scoring.
+"""
+
+import uuid
+from typing import Any, Callable
+
+import pytest
+
+from uipath.eval.evaluators import ExactMatchEvaluator
+from uipath.eval.models.models import EvaluationResultDto
+from uipath.eval.runtime._types import (
+    UiPathEvalRunResult,
+    UiPathEvalRunResultDto,
+)
+from uipath.eval.runtime.runtime import compute_evaluator_scores
+
+
+def _make_evaluator(
+    name: str, reducer: Callable[[list[EvaluationResultDto]], float] | None = None
+) -> Any:
+    """Create a minimal mock evaluator with a name and optional custom reduce_scores."""
+    _reducer = reducer or (
+        lambda results: sum(r.score for r in results) / len(results) if results else 0.0
+    )
+
+    class MockEvaluator:
+        def reduce_scores(self, results: list[EvaluationResultDto]) -> float:
+            return _reducer(results)
+
+    obj = MockEvaluator()
+    obj.name = name  # type: ignore[attr-defined]
+    return obj
+
+
+class TestEvaluationResultAggregation:
+    """Test evaluation result aggregation with deduplication."""
+
+    def test_compute_evaluator_scores_empty(self) -> None:
+        """Test with empty results."""
+        final_score, agg_metrics = compute_evaluator_scores([], [])
+
+        assert final_score == 0.0
+        assert agg_metrics == {}
+
+    def test_compute_evaluator_scores_single_evaluator(self) -> None:
+        """Test with single evaluator across multiple datapoints."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    )
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    )
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test3",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.6),
+                    )
+                ],
+            ),
+        ]
+
+        evaluators = [_make_evaluator("ExactMatchEvaluator")]
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        expected_avg = (0.8 + 1.0 + 0.6) / 3  # 0.8
+        assert final_score == pytest.approx(expected_avg)
+        assert agg_metrics == {"ExactMatchEvaluator": pytest.approx(expected_avg)}
+
+    def test_compute_evaluator_scores_multiple_evaluators(self) -> None:
+        """Test with multiple evaluators."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ContainsEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.9),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ContainsEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.7),
+                    ),
+                ],
+            ),
+        ]
+
+        evaluators = [
+            _make_evaluator("ExactMatchEvaluator"),
+            _make_evaluator("ContainsEvaluator"),
+        ]
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        # ExactMatch avg: (0.8 + 1.0) / 2 = 0.9
+        # Contains avg: (0.9 + 0.7) / 2 = 0.8
+        # Final avg: (0.9 + 0.8) / 2 = 0.85
+        assert final_score == pytest.approx(0.85)
+        assert agg_metrics == {
+            "ExactMatchEvaluator": pytest.approx(0.9),
+            "ContainsEvaluator": pytest.approx(0.8),
+        }
+
+    def test_compute_evaluator_scores_with_deduplication(self) -> None:
+        """Test with duplicate evaluator results on same datapoint."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    # Multiple ExactMatch results for same datapoint (should be averaged)
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",  # Duplicate!
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",  # Another duplicate!
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.6),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.5),
+                    ),
+                ],
+            ),
+        ]
+
+        evaluators = [_make_evaluator("ExactMatchEvaluator")]
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        # datapoint1 ExactMatch avg: (0.8 + 1.0 + 0.6) / 3 = 0.8
+        # datapoint2 ExactMatch: 0.5
+        # Overall ExactMatch avg: (0.8 + 0.5) / 2 = 0.65
+        assert final_score == pytest.approx(0.65)
+        assert agg_metrics == {"ExactMatchEvaluator": pytest.approx(0.65)}
+
+    def test_compute_evaluator_scores_with_weights(self) -> None:
+        """Test with evaluator weights."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ContainsEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.6),
+                    ),
+                ],
+            ),
+        ]
+
+        # Give ExactMatch twice the weight of Contains
+        weights = {
+            "ExactMatchEvaluator": 2.0,
+            "ContainsEvaluator": 1.0,
+        }
+
+        evaluators = [
+            _make_evaluator("ExactMatchEvaluator"),
+            _make_evaluator("ContainsEvaluator"),
+        ]
+        final_score, agg_metrics = compute_evaluator_scores(
+            results, evaluators, evaluator_weights=weights
+        )
+
+        # Weighted average: (0.8 * 2.0 + 0.6 * 1.0) / (2.0 + 1.0) = 2.2 / 3 = 0.733...
+        expected_weighted_avg = (0.8 * 2.0 + 0.6 * 1.0) / 3.0
+        assert final_score == pytest.approx(expected_weighted_avg)
+        assert agg_metrics == {
+            "ExactMatchEvaluator": pytest.approx(0.8),
+            "ContainsEvaluator": pytest.approx(0.6),
+        }
+
+    def test_compute_evaluator_scores_missing_weights(self) -> None:
+        """Test when some evaluators are missing from weights dict."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="UnknownEvaluator",  # Not in weights
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.6),
+                    ),
+                ],
+            ),
+        ]
+
+        weights = {"ExactMatchEvaluator": 2.0}  # Missing UnknownEvaluator weight
+
+        evaluators = [
+            _make_evaluator("ExactMatchEvaluator"),
+            _make_evaluator("UnknownEvaluator"),
+        ]
+        final_score, agg_metrics = compute_evaluator_scores(
+            results, evaluators, evaluator_weights=weights
+        )
+
+        # UnknownEvaluator gets default weight of 1.0
+        # Weighted average: (0.8 * 2.0 + 0.6 * 1.0) / (2.0 + 1.0) = 2.2 / 3
+        expected_weighted_avg = (0.8 * 2.0 + 0.6 * 1.0) / 3.0
+        assert final_score == pytest.approx(expected_weighted_avg)
+
+    def test_compute_evaluator_scores_custom_default_weight(self) -> None:
+        """Test with custom default weight."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="UnknownEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.6),
+                    ),
+                ],
+            ),
+        ]
+
+        weights = {"ExactMatchEvaluator": 2.0}
+        default_weight = 0.5  # Custom default weight
+
+        evaluators = [
+            _make_evaluator("ExactMatchEvaluator"),
+            _make_evaluator("UnknownEvaluator"),
+        ]
+        final_score, agg_metrics = compute_evaluator_scores(
+            results,
+            evaluators,
+            evaluator_weights=weights,
+            default_weight=default_weight,
+        )
+
+        # UnknownEvaluator gets default weight of 0.5
+        # Weighted average: (0.8 * 2.0 + 0.6 * 0.5) / (2.0 + 0.5) = 1.9 / 2.5 = 0.76
+        expected_weighted_avg = (0.8 * 2.0 + 0.6 * 0.5) / 2.5
+        assert final_score == pytest.approx(expected_weighted_avg)
+
+    def test_compute_evaluator_scores_complex_scenario(self) -> None:
+        """Test complex scenario with dedup, multiple evaluators, and multiple datapoints."""
+        # Scenario:
+        # datapoint1: ExactMatch[0.5, 1.0] (avg=0.75), Contains[1.0], ToolCallCount[1.0]
+        # datapoint2: ExactMatch[0.0], Contains[1.0]
+        # datapoint3: ExactMatch[1.0], ToolCallCount[1.0]
+        # Expected per evaluator:
+        # ExactMatch: (0.75 + 0.0 + 1.0) / 3 = 0.583
+        # Contains: (1.0 + 1.0) / 2 = 1.0
+        # ToolCallCount: (1.0 + 1.0) / 2 = 1.0
+
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatch",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.5),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatch",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="Contains",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ToolCallCount",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatch",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="Contains",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test3",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatch",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ToolCallCount",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                ],
+            ),
+        ]
+
+        evaluators = [
+            _make_evaluator("ExactMatch"),
+            _make_evaluator("Contains"),
+            _make_evaluator("ToolCallCount"),
+        ]
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        expected_exact_match = (0.75 + 0.0 + 1.0) / 3  # 0.583
+        expected_contains = 1.0
+        expected_tool_count = 1.0
+        expected_final = (
+            expected_exact_match + expected_contains + expected_tool_count
+        ) / 3
+
+        assert final_score == pytest.approx(expected_final)
+        assert agg_metrics == {
+            "ExactMatch": pytest.approx(expected_exact_match),
+            "Contains": pytest.approx(expected_contains),
+            "ToolCallCount": pytest.approx(expected_tool_count),
+        }
+
+    def test_compute_evaluator_scores_single_datapoint_single_evaluator(self) -> None:
+        """Test simplest case: single datapoint, single evaluator."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.85),
+                    ),
+                ],
+            ),
+        ]
+
+        evaluators = [_make_evaluator("ExactMatchEvaluator")]
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        assert final_score == pytest.approx(0.85)
+        assert agg_metrics == {"ExactMatchEvaluator": pytest.approx(0.85)}
+
+    def test_compute_evaluator_scores_different_evaluators_per_datapoint(self) -> None:
+        """Test when different datapoints have different evaluators."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ContainsEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.9),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test3",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ExactMatchEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="ContainsEvaluator",
+                        evaluator_id=str(uuid.uuid4()),
+                        result=EvaluationResultDto(score=0.7),
+                    ),
+                ],
+            ),
+        ]
+
+        evaluators = [
+            _make_evaluator("ExactMatchEvaluator"),
+            _make_evaluator("ContainsEvaluator"),
+        ]
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        # ExactMatch: (0.8 + 1.0) / 2 = 0.9 (appears in test1 and test3)
+        # Contains: (0.9 + 0.7) / 2 = 0.8 (appears in test2 and test3)
+        # Final: (0.9 + 0.8) / 2 = 0.85
+        assert final_score == pytest.approx(0.85)
+        assert agg_metrics == {
+            "ExactMatchEvaluator": pytest.approx(0.9),
+            "ContainsEvaluator": pytest.approx(0.8),
+        }
+
+
+class TestBaseEvaluatorReduceScores:
+    """Test the default reduce_scores method on GenericBaseEvaluator."""
+
+    @pytest.fixture()
+    def evaluator(self) -> Any:
+        """Create a minimal ExactMatchEvaluator for testing reduce_scores."""
+        return ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": {}, "id": str(uuid.uuid4())}
+        )
+
+    def test_reduce_scores_default_average(self, evaluator: Any) -> None:
+        """Default reduce_scores computes simple average."""
+        results = [
+            EvaluationResultDto(score=0.8),
+            EvaluationResultDto(score=1.0),
+            EvaluationResultDto(score=0.6),
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(0.8)
+
+    def test_reduce_scores_empty_list(self, evaluator: Any) -> None:
+        """Default reduce_scores returns 0.0 for empty list."""
+        assert evaluator.reduce_scores([]) == 0.0
+
+    def test_reduce_scores_single_score(self, evaluator: Any) -> None:
+        """Default reduce_scores returns the single score."""
+        assert evaluator.reduce_scores(
+            [EvaluationResultDto(score=0.75)]
+        ) == pytest.approx(0.75)
+
+    def test_reduce_scores_all_zeros(self, evaluator: Any) -> None:
+        """Default reduce_scores with all zeros."""
+        results = [
+            EvaluationResultDto(score=0.0),
+            EvaluationResultDto(score=0.0),
+            EvaluationResultDto(score=0.0),
+        ]
+        assert evaluator.reduce_scores(results) == 0.0
+
+    def test_reduce_scores_all_ones(self, evaluator: Any) -> None:
+        """Default reduce_scores with all ones."""
+        results = [
+            EvaluationResultDto(score=1.0),
+            EvaluationResultDto(score=1.0),
+            EvaluationResultDto(score=1.0),
+        ]
+        assert evaluator.reduce_scores(results) == 1.0
+
+
+class TestCustomReducerIntegration:
+    """Test that compute_evaluator_scores uses evaluator reduce_scores correctly."""
+
+    def test_uses_evaluator_reducer(self) -> None:
+        """Test that an evaluator's reduce_scores is used instead of default average."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="MyEvaluator",
+                        evaluator_id="my-eval",
+                        result=EvaluationResultDto(score=0.5),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="MyEvaluator",
+                        evaluator_id="my-eval",
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                ],
+            ),
+        ]
+
+        # Custom reducer: sum instead of average
+        evaluators = [
+            _make_evaluator(
+                "MyEvaluator", lambda results: sum(r.score for r in results)
+            )
+        ]
+
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        # sum([0.5, 1.0]) = 1.5, not average 0.75
+        assert agg_metrics == {"MyEvaluator": pytest.approx(1.5)}
+        assert final_score == pytest.approx(1.5)
+
+    def test_missing_evaluator_raises_error(self) -> None:
+        """Test that a missing evaluator raises a clear ValueError."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="UnknownEval",
+                        evaluator_id="unknown-type",
+                        result=EvaluationResultDto(score=0.4),
+                    ),
+                ],
+            ),
+        ]
+
+        with pytest.raises(ValueError, match="UnknownEval"):
+            compute_evaluator_scores(results, [])
+
+    def test_details_passed_to_reducer(self) -> None:
+        """Test that EvaluationResultDto.details are passed through to reduce_scores."""
+        captured_details: list[dict[str, Any] | str | None] = []
+
+        def capturing_reducer(results: list[EvaluationResultDto]) -> float:
+            for r in results:
+                captured_details.append(r.details)
+            return sum(r.score for r in results) / len(results) if results else 0.0
+
+        details_a = {"predicted": "cat", "expected": "dog"}
+        details_b = {"predicted": "cat", "expected": "cat"}
+
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="MyEval",
+                        evaluator_id="my-eval",
+                        result=EvaluationResultDto(score=0.0, details=details_a),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="MyEval",
+                        evaluator_id="my-eval",
+                        result=EvaluationResultDto(score=1.0, details=details_b),
+                    ),
+                ],
+            ),
+        ]
+
+        evaluators = [_make_evaluator("MyEval", capturing_reducer)]
+        compute_evaluator_scores(results, evaluators)
+
+        assert len(captured_details) == 2
+        assert captured_details[0] == {"predicted": "cat", "expected": "dog"}
+        assert captured_details[1] == {"predicted": "cat", "expected": "cat"}
+
+    def test_mixed_custom_and_default_reducers(self) -> None:
+        """Test with one custom reducer and one falling back to default."""
+        results = [
+            UiPathEvalRunResult(
+                evaluation_name="test1",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="CustomEval",
+                        evaluator_id="custom-type",
+                        result=EvaluationResultDto(score=0.8),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="DefaultEval",
+                        evaluator_id="default-type",
+                        result=EvaluationResultDto(score=0.6),
+                    ),
+                ],
+            ),
+            UiPathEvalRunResult(
+                evaluation_name="test2",
+                evaluation_run_results=[
+                    UiPathEvalRunResultDto(
+                        evaluator_name="CustomEval",
+                        evaluator_id="custom-type",
+                        result=EvaluationResultDto(score=1.0),
+                    ),
+                    UiPathEvalRunResultDto(
+                        evaluator_name="DefaultEval",
+                        evaluator_id="default-type",
+                        result=EvaluationResultDto(score=0.4),
+                    ),
+                ],
+            ),
+        ]
+
+        # CustomEval uses min, DefaultEval uses default average
+        evaluators = [
+            _make_evaluator(
+                "CustomEval", lambda results: min(r.score for r in results)
+            ),
+            _make_evaluator("DefaultEval"),
+        ]
+
+        final_score, agg_metrics = compute_evaluator_scores(results, evaluators)
+
+        # CustomEval: min([0.8, 1.0]) = 0.8
+        # DefaultEval: avg([0.6, 0.4]) = 0.5
+        # Final: (0.8 + 0.5) / 2 = 0.65
+        assert agg_metrics == {
+            "CustomEval": pytest.approx(0.8),
+            "DefaultEval": pytest.approx(0.5),
+        }
+        assert final_score == pytest.approx(0.65)
+
+
+class TestBinaryClassificationReduceScores:
+    """Test BinaryClassificationEvaluator.reduce_scores for precision/recall/f-score."""
+
+    def _make_binary_evaluator(
+        self,
+        metric_type: str = "precision",
+        f_value: float = 1.0,
+    ):
+        from uipath.eval.evaluators.binary_classification_evaluator import (
+            BinaryClassificationEvaluator,
+        )
+
+        config = {
+            "name": "BinaryTest",
+            "target_output_key": "class",
+            "positive_class": "spam",
+            "metric_type": metric_type,
+            "f_value": f_value,
+        }
+        return BinaryClassificationEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": "binary-test"}
+        )
+
+    def _dp(self, predicted: str, expected: str) -> EvaluationResultDto:
+        """Create a EvaluationResultDto with BaseEvaluatorJustification."""
+        from uipath.eval.evaluators.base_evaluator import BaseEvaluatorJustification
+
+        score = 1.0 if predicted == expected else 0.0
+        return EvaluationResultDto(
+            score=score,
+            details=BaseEvaluatorJustification(
+                expected=expected,
+                actual=predicted,
+            ).model_dump(),
+        )
+
+    def test_binary_precision(self) -> None:
+        """2 TP + 1 FP + 1 FN + 1 TN → precision = 2/(2+1) = 2/3."""
+        evaluator = self._make_binary_evaluator("precision")
+        results = [
+            self._dp("spam", "spam"),  # TP
+            self._dp("spam", "spam"),  # TP
+            self._dp("spam", "ham"),  # FP
+            self._dp("ham", "spam"),  # FN
+            self._dp("ham", "ham"),  # TN
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(2 / 3)
+
+    def test_binary_recall(self) -> None:
+        """2 TP + 1 FP + 1 FN + 1 TN → recall = 2/(2+1) = 2/3."""
+        evaluator = self._make_binary_evaluator("recall")
+        results = [
+            self._dp("spam", "spam"),
+            self._dp("spam", "spam"),
+            self._dp("spam", "ham"),
+            self._dp("ham", "spam"),
+            self._dp("ham", "ham"),
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(2 / 3)
+
+    def test_binary_f1(self) -> None:
+        """2 TP + 1 FP + 1 FN → P=R=2/3, F1 = 2*P*R/(P+R) = 2/3."""
+        evaluator = self._make_binary_evaluator("f-score", f_value=1.0)
+        results = [
+            self._dp("spam", "spam"),
+            self._dp("spam", "spam"),
+            self._dp("spam", "ham"),
+            self._dp("ham", "spam"),
+            self._dp("ham", "ham"),
+        ]
+        p = 2 / 3
+        r = 2 / 3
+        expected_f1 = 2 * p * r / (p + r)
+        assert evaluator.reduce_scores(results) == pytest.approx(expected_f1)
+
+    def test_binary_f2(self) -> None:
+        """F2 weights recall more: (1+4)*P*R / (4*P+R)."""
+        evaluator = self._make_binary_evaluator("f-score", f_value=2.0)
+        # 3 TP, 1 FP, 2 FN → P=3/4, R=3/5
+        results = [
+            self._dp("spam", "spam"),  # TP
+            self._dp("spam", "spam"),  # TP
+            self._dp("spam", "spam"),  # TP
+            self._dp("spam", "ham"),  # FP
+            self._dp("ham", "spam"),  # FN
+            self._dp("ham", "spam"),  # FN
+        ]
+        p = 3 / 4
+        r = 3 / 5
+        beta_sq = 4.0
+        expected = (1 + beta_sq) * p * r / (beta_sq * p + r)
+        assert evaluator.reduce_scores(results) == pytest.approx(expected)
+
+    def test_binary_precision_no_positive_predictions(self) -> None:
+        """No positive predictions → precision = 0."""
+        evaluator = self._make_binary_evaluator("precision")
+        results = [
+            self._dp("ham", "spam"),  # FN
+            self._dp("ham", "spam"),  # FN
+            self._dp("ham", "ham"),  # TN
+            self._dp("ham", "ham"),  # TN
+        ]
+        assert evaluator.reduce_scores(results) == 0.0
+
+    def test_binary_recall_no_positive_expected(self) -> None:
+        """No positive expected → recall = 0."""
+        evaluator = self._make_binary_evaluator("recall")
+        results = [
+            self._dp("spam", "ham"),  # FP
+            self._dp("spam", "ham"),  # FP
+            self._dp("ham", "ham"),  # TN
+            self._dp("ham", "ham"),  # TN
+        ]
+        assert evaluator.reduce_scores(results) == 0.0
+
+    def test_binary_empty_scores(self) -> None:
+        """Empty results returns 0."""
+        evaluator = self._make_binary_evaluator("precision")
+        assert evaluator.reduce_scores([]) == 0.0
+
+    def test_binary_perfect_precision(self) -> None:
+        """All TP, no FP → precision = 1.0."""
+        evaluator = self._make_binary_evaluator("precision")
+        results = [
+            self._dp("spam", "spam"),
+            self._dp("spam", "spam"),
+            self._dp("spam", "spam"),
+        ]
+        assert evaluator.reduce_scores(results) == 1.0
+
+
+class TestMulticlassClassificationReduceScores:
+    """Test MulticlassClassificationEvaluator.reduce_scores for micro/macro metrics."""
+
+    def _make_multiclass_evaluator(
+        self,
+        classes: list[str],
+        metric_type: str = "precision",
+        averaging: str = "macro",
+        f_value: float = 1.0,
+    ):
+        from uipath.eval.evaluators.multiclass_classification_evaluator import (
+            MulticlassClassificationEvaluator,
+        )
+
+        config = {
+            "name": "MulticlassTest",
+            "target_output_key": "class",
+            "classes": classes,
+            "metric_type": metric_type,
+            "averaging": averaging,
+            "f_value": f_value,
+        }
+        return MulticlassClassificationEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": "multiclass-test"}
+        )
+
+    def _dp(self, predicted: str, expected: str) -> EvaluationResultDto:
+        """Create a EvaluationResultDto with BaseEvaluatorJustification."""
+        from uipath.eval.evaluators.base_evaluator import BaseEvaluatorJustification
+
+        score = 1.0 if predicted == expected else 0.0
+        return EvaluationResultDto(
+            score=score,
+            details=BaseEvaluatorJustification(
+                expected=expected,
+                actual=predicted,
+            ).model_dump(),
+        )
+
+    def test_multiclass_macro_precision_perfect(self) -> None:
+        """All correct predictions → macro precision = 1.0."""
+        classes = ["cat", "dog", "bird"]
+        evaluator = self._make_multiclass_evaluator(classes, "precision", "macro")
+        results = [
+            self._dp("cat", "cat"),
+            self._dp("dog", "dog"),
+            self._dp("bird", "bird"),
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(1.0)
+
+    def test_multiclass_macro_precision_known_confusion(self) -> None:
+        """Known confusion matrix → verify macro precision.
+
+        classes: [a, b, c]
+        Confusion matrix (confusion[pred][exp]):
+          pred a: [2, 1, 0]  → TP_a=2, FP_a=1
+          pred b: [0, 3, 1]  → TP_b=3, FP_b=1
+          pred c: [1, 0, 2]  → TP_c=2, FP_c=1
+
+        Precision: a=2/3, b=3/4, c=2/3
+        Macro precision = (2/3 + 3/4 + 2/3) / 3
+        """
+        classes = ["a", "b", "c"]
+        evaluator = self._make_multiclass_evaluator(classes, "precision", "macro")
+        results = [
+            # pred=a, exp=a (TP for a) ×2
+            self._dp("a", "a"),
+            self._dp("a", "a"),
+            # pred=a, exp=b (FP for a) ×1
+            self._dp("a", "b"),
+            # pred=b, exp=b (TP for b) ×3
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            # pred=b, exp=c (FP for b) ×1
+            self._dp("b", "c"),
+            # pred=c, exp=a (FP for c) ×1
+            self._dp("c", "a"),
+            # pred=c, exp=c (TP for c) ×2
+            self._dp("c", "c"),
+            self._dp("c", "c"),
+        ]
+        expected = (2 / 3 + 3 / 4 + 2 / 3) / 3
+        assert evaluator.reduce_scores(results) == pytest.approx(expected)
+
+    def test_multiclass_macro_recall_known_confusion(self) -> None:
+        """Same confusion matrix, test macro recall.
+
+        Recall: a=2/(2+1)=2/3, b=3/(3+1)=3/4, c=2/(2+1)=2/3
+        Macro recall = (2/3 + 3/4 + 2/3) / 3
+        """
+        classes = ["a", "b", "c"]
+        evaluator = self._make_multiclass_evaluator(classes, "recall", "macro")
+        results = [
+            self._dp("a", "a"),
+            self._dp("a", "a"),
+            self._dp("a", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "c"),
+            self._dp("c", "a"),
+            self._dp("c", "c"),
+            self._dp("c", "c"),
+        ]
+        expected = (2 / 3 + 3 / 4 + 2 / 3) / 3
+        assert evaluator.reduce_scores(results) == pytest.approx(expected)
+
+    def test_multiclass_micro_precision_known_confusion(self) -> None:
+        """Micro precision: global TP / (global TP + global FP).
+
+        Total TP = 2+3+2 = 7, Total FP = 1+1+1 = 3
+        Micro precision = 7/10 = 0.7
+        """
+        classes = ["a", "b", "c"]
+        evaluator = self._make_multiclass_evaluator(classes, "precision", "micro")
+        results = [
+            self._dp("a", "a"),
+            self._dp("a", "a"),
+            self._dp("a", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "c"),
+            self._dp("c", "a"),
+            self._dp("c", "c"),
+            self._dp("c", "c"),
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(7 / 10)
+
+    def test_multiclass_micro_recall_known_confusion(self) -> None:
+        """Micro recall: global TP / (global TP + global FN).
+
+        Total TP = 7, Total FN = 1+1+1 = 3
+        Micro recall = 7/10 = 0.7
+        """
+        classes = ["a", "b", "c"]
+        evaluator = self._make_multiclass_evaluator(classes, "recall", "micro")
+        results = [
+            self._dp("a", "a"),
+            self._dp("a", "a"),
+            self._dp("a", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "c"),
+            self._dp("c", "a"),
+            self._dp("c", "c"),
+            self._dp("c", "c"),
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(7 / 10)
+
+    def test_multiclass_micro_f1(self) -> None:
+        """Micro F1 with the same data. Since micro P = micro R = 0.7, F1 = 0.7."""
+        classes = ["a", "b", "c"]
+        evaluator = self._make_multiclass_evaluator(
+            classes, "f-score", "micro", f_value=1.0
+        )
+        results = [
+            self._dp("a", "a"),
+            self._dp("a", "a"),
+            self._dp("a", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "c"),
+            self._dp("c", "a"),
+            self._dp("c", "c"),
+            self._dp("c", "c"),
+        ]
+        assert evaluator.reduce_scores(results) == pytest.approx(0.7)
+
+    def test_multiclass_macro_f1(self) -> None:
+        """Macro F1 from per-class F1 values."""
+        classes = ["a", "b", "c"]
+        evaluator = self._make_multiclass_evaluator(
+            classes, "f-score", "macro", f_value=1.0
+        )
+        results = [
+            self._dp("a", "a"),
+            self._dp("a", "a"),
+            self._dp("a", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "b"),
+            self._dp("b", "c"),
+            self._dp("c", "a"),
+            self._dp("c", "c"),
+            self._dp("c", "c"),
+        ]
+        # Per-class: P_a=R_a=2/3→F1_a=2/3, P_b=R_b=3/4→F1_b=3/4, P_c=R_c=2/3→F1_c=2/3
+        expected = (2 / 3 + 3 / 4 + 2 / 3) / 3
+        assert evaluator.reduce_scores(results) == pytest.approx(expected)
+
+    def test_multiclass_empty_scores(self) -> None:
+        """Empty results returns 0."""
+        evaluator = self._make_multiclass_evaluator(["a", "b"], "precision", "macro")
+        assert evaluator.reduce_scores([]) == 0.0
+
+    def test_multiclass_two_classes(self) -> None:
+        """Binary-like scenario with 2 classes via multiclass evaluator.
+
+        classes: [pos, neg]
+        2 TP, 1 FP, 1 FN → precision_pos=2/3, precision_neg=1/2
+        Macro precision = (2/3 + 1/2) / 2
+        """
+        classes = ["pos", "neg"]
+        evaluator = self._make_multiclass_evaluator(classes, "precision", "macro")
+        results = [
+            self._dp("pos", "pos"),  # TP for pos
+            self._dp("pos", "pos"),  # TP for pos
+            self._dp("pos", "neg"),  # FP for pos
+            self._dp("neg", "pos"),  # FN for pos
+            self._dp("neg", "neg"),  # TN for pos / TP for neg
+        ]
+        # confusion: pred_pos=[2, 1], pred_neg=[1, 1]
+        # P_pos = 2/3, P_neg = 1/2
+        expected = (2 / 3 + 1 / 2) / 2
+        assert evaluator.reduce_scores(results) == pytest.approx(expected)
diff --git a/tests/evaluators/test_evaluator_factory.py b/packages/uipath/tests/evaluators/test_evaluator_factory.py
similarity index 98%
rename from tests/evaluators/test_evaluator_factory.py
rename to packages/uipath/tests/evaluators/test_evaluator_factory.py
index fa534b188..0e44c4697 100644
--- a/tests/evaluators/test_evaluator_factory.py
+++ b/packages/uipath/tests/evaluators/test_evaluator_factory.py
@@ -7,12 +7,13 @@
 - Proper instantiation across all evaluator types
 """
 
-from typing import TYPE_CHECKING, Any
+from typing import Any
 
 import pytest
+from pytest_mock.plugin import MockerFixture
 
-from uipath._cli._evals._evaluator_factory import EvaluatorFactory
 from uipath.eval.evaluators.contains_evaluator import ContainsEvaluator
+from uipath.eval.evaluators.evaluator_factory import EvaluatorFactory
 from uipath.eval.evaluators.exact_match_evaluator import ExactMatchEvaluator
 from uipath.eval.evaluators.json_similarity_evaluator import JsonSimilarityEvaluator
 from uipath.eval.evaluators.llm_judge_output_evaluator import LLMJudgeOutputEvaluator
@@ -25,9 +26,6 @@
 from uipath.eval.evaluators.tool_call_order_evaluator import ToolCallOrderEvaluator
 from uipath.eval.evaluators.tool_call_output_evaluator import ToolCallOutputEvaluator
 
-if TYPE_CHECKING:
-    from pytest_mock.plugin import MockerFixture
-
 
 class TestEvaluatorFactoryFieldHandling:
     """Test field handling (name, description) in evaluator factory."""
diff --git a/tests/evaluators/test_evaluator_helpers.py b/packages/uipath/tests/evaluators/test_evaluator_helpers.py
similarity index 100%
rename from tests/evaluators/test_evaluator_helpers.py
rename to packages/uipath/tests/evaluators/test_evaluator_helpers.py
diff --git a/tests/evaluators/test_evaluator_methods.py b/packages/uipath/tests/evaluators/test_evaluator_methods.py
similarity index 77%
rename from tests/evaluators/test_evaluator_methods.py
rename to packages/uipath/tests/evaluators/test_evaluator_methods.py
index 772a4af3c..877e101e0 100644
--- a/tests/evaluators/test_evaluator_methods.py
+++ b/packages/uipath/tests/evaluators/test_evaluator_methods.py
@@ -15,7 +15,6 @@
 
 import pytest
 from opentelemetry.sdk.trace import ReadableSpan
-from pydantic import ValidationError
 from pytest_mock.plugin import MockerFixture
 
 from uipath.eval.evaluators.base_evaluator import BaseEvaluatorJustification
@@ -199,6 +198,84 @@ async def test_exact_match_negated(
         assert isinstance(result, NumericEvaluationResult)
         assert result.score == 0.0
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "actual_output, expected_output, expected_score",
+        [
+            # Scalar int/float normalization — the core fix
+            (1, 1.0, 1.0),
+            (1.0, 1, 1.0),
+            (0, 0.0, 1.0),
+            (-3, -3.0, 1.0),
+            (1.5, 1, 0.0),
+            (2, 3, 0.0),
+        ],
+    )
+    async def test_exact_match_numeric_normalization(
+        self, actual_output: Any, expected_output: Any, expected_score: float
+    ) -> None:
+        """Test that int and float scalar values are normalized before comparison."""
+        execution = AgentExecution(
+            agent_input={},
+            agent_output={"value": actual_output},
+            agent_trace=[],
+        )
+        config = {"name": "ExactMatchNumericTest", "target_output_key": "value"}
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = OutputEvaluationCriteria(expected_output={"value": expected_output})  # pyright: ignore[reportCallIssue]
+
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == expected_score
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "actual_output, expected_output, target_key, expected_score",
+        [
+            # Flat dict: int vs float value
+            ({"v": 1}, {"v": 1.0}, "*", 1.0),
+            ({"v": 1.0}, {"v": 1}, "*", 1.0),
+            ({"v": 1.5}, {"v": 1}, "*", 0.0),
+            # Nested dict
+            ({"a": {"b": 1}}, {"a": {"b": 1.0}}, "*", 1.0),
+            ({"a": {"b": 1.5}}, {"a": {"b": 1}}, "*", 0.0),
+            # List of numbers
+            ({"vals": [1, 2, 3]}, {"vals": [1.0, 2.0, 3.0]}, "*", 1.0),
+            ({"vals": [1, 2, 4]}, {"vals": [1.0, 2.0, 3.0]}, "*", 0.0),
+            # target_output_key resolves to a dict containing int/float
+            ({"result": {"count": 1}}, {"result": {"count": 1.0}}, "result", 1.0),
+            # target_output_key resolves to a scalar int/float
+            ({"result": 1}, {"result": 1.0}, "result", 1.0),
+            ({"result": 1.5}, {"result": 1}, "result", 0.0),
+        ],
+    )
+    async def test_exact_match_recursive_normalization(
+        self,
+        actual_output: Any,
+        expected_output: Any,
+        target_key: str,
+        expected_score: float,
+    ) -> None:
+        """Test that int/float normalization works recursively for dicts, lists, and nested structures."""
+        execution = AgentExecution(
+            agent_input={},
+            agent_output=actual_output,
+            agent_trace=[],
+        )
+        config = {"name": "ExactMatchRecursiveTest", "target_output_key": target_key}
+        evaluator = ExactMatchEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = OutputEvaluationCriteria(expected_output=expected_output)  # pyright: ignore[reportCallIssue]
+
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == expected_score
+
     @pytest.mark.asyncio
     async def test_exact_match_validate_and_evaluate_criteria(
         self, sample_agent_execution: AgentExecution
@@ -225,43 +302,64 @@ class TestContainsEvaluator:
     """Test ContainsEvaluator.evaluate() method."""
 
     @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "agent_output, search_text, target_key, case_sensitive, negated, expected_score",
+        [
+            # Basic match
+            ("Test output", "Test output", "*", False, False, 1.0),
+            # Substring match
+            ("Hello World", "World", "*", False, False, 1.0),
+            # No match
+            ("Hello World", "Goodbye", "*", False, False, 0.0),
+            # Case-insensitive match (default)
+            ("Hello World", "hello world", "*", False, False, 1.0),
+            # Case-sensitive hit
+            ("Hello World", "Hello", "*", True, False, 1.0),
+            # Case-sensitive miss
+            ("Hello World", "hello", "*", True, False, 0.0),
+            # Negated hit becomes miss
+            ("Test output", "Test output", "*", False, True, 0.0),
+            # Negated miss becomes hit
+            ("Hello World", "Goodbye", "*", False, True, 1.0),
+            # target_output_key extraction
+            ("Test output", "Test output", "output", False, False, 1.0),
+        ],
+    )
     async def test_contains_evaluator(
-        self, sample_agent_execution: AgentExecution
-    ) -> None:
-        """Test contains evaluator."""
-        config = {
-            "name": "ContainsTest",
-            "target_output_key": "output",
-            "default_evaluation_criteria": {"search_text": "Test output"},
-        }
-        evaluator = ContainsEvaluator.model_validate(
-            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
-        )
-        criteria = ContainsEvaluationCriteria(search_text="Test output")
-        result = await evaluator.evaluate(sample_agent_execution, criteria)
-
-        assert isinstance(result, NumericEvaluationResult)
-        assert result.score == 1.0
-
-    @pytest.mark.asyncio
-    async def test_contains_evaluator_negated(
-        self, sample_agent_execution: AgentExecution
+        self,
+        agent_output: Any,
+        search_text: str,
+        target_key: str,
+        case_sensitive: bool,
+        negated: bool,
+        expected_score: float,
+        sample_agent_execution: AgentExecution,
     ) -> None:
-        """Test contains evaluator with negated criteria."""
+        """Test ContainsEvaluator across match, no-match, case sensitivity, and negation cases."""
+        if target_key == "output":
+            execution = (
+                sample_agent_execution  # has agent_output={"output": "Test output"}
+            )
+        else:
+            execution = AgentExecution(
+                agent_input={},
+                agent_output=agent_output,
+                agent_trace=[],
+            )
         config = {
             "name": "ContainsTest",
-            "negated": True,
-            "target_output_key": "output",
-            "default_evaluation_criteria": {"search_text": "Test output"},
+            "target_output_key": target_key,
+            "case_sensitive": case_sensitive,
+            "negated": negated,
         }
         evaluator = ContainsEvaluator.model_validate(
             {"evaluatorConfig": config, "id": str(uuid.uuid4())}
         )
-        criteria = ContainsEvaluationCriteria(search_text="Test output")
-        result = await evaluator.evaluate(sample_agent_execution, criteria)
+        criteria = ContainsEvaluationCriteria(search_text=search_text)
+        result = await evaluator.evaluate(execution, criteria)
 
         assert isinstance(result, NumericEvaluationResult)
-        assert result.score == 0.0
+        assert result.score == expected_score
 
     @pytest.mark.asyncio
     async def test_contains_evaluator_validate_and_evaluate_criteria(
@@ -271,7 +369,6 @@ async def test_contains_evaluator_validate_and_evaluate_criteria(
         config = {
             "name": "ContainsTest",
             "target_output_key": "*",
-            "default_evaluation_criteria": {"search_text": "Test output"},
         }
         evaluator = ContainsEvaluator.model_validate(
             {"evaluatorConfig": config, "id": str(uuid.uuid4())}
@@ -334,6 +431,44 @@ async def test_json_similarity_partial_match(self) -> None:
         assert isinstance(result, NumericEvaluationResult)
         assert math.isclose(result.score, 0.666, abs_tol=1e-3)
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "actual_output, expected_output, expected_score",
+        [
+            # int/float normalization — identical after normalization
+            ({"count": 1}, {"count": 1.0}, 1.0),
+            ({"count": 1.0}, {"count": 1}, 1.0),
+            # Nested int/float
+            ({"a": {"b": 1}}, {"a": {"b": 1.0}}, 1.0),
+            # List of ints vs floats
+            ({"vals": [1, 2, 3]}, {"vals": [1.0, 2.0, 3.0]}, 1.0),
+            # Different numeric values — partial score: 1.0 - |expected-actual|/|expected|
+            ({"count": 1.5}, {"count": 1}, 0.5),
+        ],
+    )
+    async def test_json_similarity_numeric_normalization(
+        self,
+        actual_output: Any,
+        expected_output: Any,
+        expected_score: float,
+    ) -> None:
+        """Test that int/float normalization is applied before JSON similarity comparison."""
+        execution = AgentExecution(
+            agent_input={},
+            agent_output=actual_output,
+            agent_trace=[],
+        )
+        config = {"name": "JsonSimilarityTest"}
+        evaluator = JsonSimilarityEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = OutputEvaluationCriteria(expected_output=expected_output)  # pyright: ignore[reportCallIssue]
+
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == expected_score
+
     @pytest.mark.asyncio
     async def test_json_similarity_validate_and_evaluate_criteria(self) -> None:
         """Test JSON similarity using validate_and_evaluate_criteria."""
@@ -803,12 +938,6 @@ async def test_llm_judge_basic_evaluation(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test LLM as judge basic evaluation functionality with function calling."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock the chat completions response with tool call (function calling approach)
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -824,13 +953,17 @@ async def test_llm_judge_basic_evaluation(
             )
         ]
 
-        # Make chat_completions an async method
         async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
             return mock_response
 
-        mock_llm.chat_completions = mock_chat_completions
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = mock_chat_completions
 
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "LlmJudgeTest",
@@ -902,12 +1035,6 @@ async def test_llm_judge_validate_and_evaluate_criteria(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test LLM judge using validate_and_evaluate_criteria with function calling."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock tool call for function calling approach
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -923,14 +1050,17 @@ async def test_llm_judge_validate_and_evaluate_criteria(
             )
         ]
 
-        # Make chat_completions an async method
         async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
             return mock_response
 
-        mock_llm.chat_completions = mock_chat_completions
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = mock_chat_completions
 
-        # Mock the UiPath import and constructor
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "LlmJudgeTest",
@@ -960,12 +1090,6 @@ async def test_llm_trajectory_basic_evaluation(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test LLM trajectory judge basic evaluation functionality with function calling."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock tool call for function calling approach
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -981,14 +1105,17 @@ async def test_llm_trajectory_basic_evaluation(
             )
         ]
 
-        # Make chat_completions an async method
         async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
             return mock_response
 
-        mock_llm.chat_completions = mock_chat_completions
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = mock_chat_completions
 
-        # Mock the UiPath import and constructor
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "LlmTrajectoryTest",
@@ -1015,12 +1142,6 @@ async def test_llm_trajectory_validate_and_evaluate_criteria(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test LLM trajectory judge using validate_and_evaluate_criteria with function calling."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock tool call for function calling approach
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1036,14 +1157,17 @@ async def test_llm_trajectory_validate_and_evaluate_criteria(
             )
         ]
 
-        # Make chat_completions an async method
         async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
             return mock_response
 
-        mock_llm.chat_completions = mock_chat_completions
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = mock_chat_completions
 
-        # Mock the UiPath import and constructor
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "LlmTrajectoryTest",
@@ -1088,15 +1212,18 @@ async def test_missing_config_fields(self, mocker: MockerFixture) -> None:
         """Test that evaluators properly validate config fields."""
         # Mock the UiPath constructor to avoid authentication
         mock_uipath = mocker.MagicMock()
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPath",
+            return_value=mock_uipath,
+        )
 
         config = {
             "name": "LLMJudgeEvaluator",
             "default_evaluation_criteria": {},
         }
 
-        with pytest.raises(ValidationError):
-            # Missing required field 'model'
+        with pytest.raises(UiPathEvaluationError):
+            # Invalid default_evaluation_criteria (missing expectedOutput)
             LLMJudgeOutputEvaluator.model_validate(
                 {"evaluatorConfig": config, "id": str(uuid.uuid4())}
             )
@@ -1288,12 +1415,6 @@ async def test_llm_judge_output_evaluator_justification(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test that LLMJudgeOutputEvaluator handles str justification correctly with function calling."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock tool call for function calling approach
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1309,12 +1430,17 @@ async def test_llm_judge_output_evaluator_justification(
             )
         ]
 
-        # Make chat_completions an async method
         async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
             return mock_response
 
-        mock_llm.chat_completions = mock_chat_completions
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = mock_chat_completions
+
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "LlmJudgeTest",
@@ -1345,13 +1471,6 @@ async def test_llm_judge_trajectory_evaluator_justification(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test that LLMJudgeTrajectoryEvaluator handles str justification correctly."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock the chat completions response with justification using tool_call format
-        mock_response = mocker.MagicMock()
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1360,18 +1479,24 @@ async def test_llm_judge_trajectory_evaluator_justification(
             "justification": "The agent trajectory shows good decision making and follows expected behavior patterns",
         }
 
+        mock_response = mocker.MagicMock()
         mock_response.choices = [
             mocker.MagicMock(
                 message=mocker.MagicMock(content=None, tool_calls=[mock_tool_call])
             )
         ]
 
-        # Make chat_completions an async method
         async def mock_chat_completions(*args: Any, **kwargs: Any) -> Any:
             return mock_response
 
-        mock_llm.chat_completions = mock_chat_completions
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = mock_chat_completions
+
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "LlmTrajectoryTest",
@@ -1492,12 +1617,6 @@ async def test_llm_judge_omits_max_tokens_when_none(
         self, sample_agent_execution: AgentExecution, mocker: MockerFixture
     ) -> None:
         """Test that max_tokens is omitted from API request when None (fixes 400 error)."""
-        # Mock the UiPath constructor to avoid authentication
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
-        # Mock tool call response
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1516,7 +1635,6 @@ async def test_llm_judge_omits_max_tokens_when_none(
         mock_response = mocker.MagicMock()
         mock_response.choices = [mock_choice]
 
-        # Capture the request data passed to chat_completions
         captured_request = {}
 
         async def capture_chat_completions(**kwargs: Any) -> Any:
@@ -1524,44 +1642,43 @@ async def capture_chat_completions(**kwargs: Any) -> Any:
             captured_request = kwargs
             return mock_response
 
-        mock_llm.chat_completions = capture_chat_completions
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = capture_chat_completions
 
-        # Patch UiPath to return our mock
-        with mocker.patch("uipath.platform.UiPath", return_value=mock_uipath):
-            # Create evaluator with max_tokens=None (the default)
-            config = {
-                "name": "TestMaxTokensNone",
-                "model": "gpt-4o-mini-2024-07-18",
-                "prompt": "Evaluate the output",
-                # max_tokens is intentionally omitted (defaults to None)
-            }
-            evaluator = LLMJudgeOutputEvaluator.model_validate(
-                {"evaluatorConfig": config, "id": str(uuid.uuid4())}
-            )
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
-            # Evaluate
-            result = await evaluator.evaluate(
-                agent_execution=sample_agent_execution,
-                evaluation_criteria=OutputEvaluationCriteria(expected_output="42"),
-            )
+        config = {
+            "name": "TestMaxTokensNone",
+            "model": "gpt-4o-mini-2024-07-18",
+            "prompt": "Evaluate the output",
+        }
+        evaluator = LLMJudgeOutputEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
 
-            # Verify max_tokens was NOT included in the request
-            assert "max_tokens" not in captured_request, (
-                "max_tokens should be omitted when None, not passed as None "
-                "(this was causing 400 errors from LLM Gateway API)"
-            )
+        result = await evaluator.evaluate(
+            agent_execution=sample_agent_execution,
+            evaluation_criteria=OutputEvaluationCriteria(expected_output="42"),
+        )
 
-            # Verify other expected fields ARE included
-            assert "model" in captured_request
-            assert "temperature" in captured_request
-            assert "tools" in captured_request
-            assert "tool_choice" in captured_request
-            assert "messages" in captured_request
+        assert "max_tokens" not in captured_request, (
+            "max_tokens should be omitted when None, not passed as None "
+            "(this was causing 400 errors from LLM Gateway API)"
+        )
 
-            # Verify evaluation result
-            assert result.score == 0.8
-            assert isinstance(result.details, LLMJudgeJustification)
-            assert result.details.justification == "Good response"
+        assert "model" in captured_request
+        assert "temperature" in captured_request
+        assert "tools" in captured_request
+        assert "tool_choice" in captured_request
+        assert "messages" in captured_request
+
+        assert result.score == 0.8
+        assert isinstance(result.details, LLMJudgeJustification)
+        assert result.details.justification == "Good response"
 
 
 class TestClaude45ModelSupport:
@@ -1588,10 +1705,6 @@ async def test_claude_45_evaluator_uses_function_calling(
         mocker: MockerFixture,
     ) -> None:
         """Test that Claude 4.5 evaluators use function calling (tools/tool_choice)."""
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1614,8 +1727,14 @@ async def capture_chat_completions(**kwargs: Any) -> Any:
             captured_request = kwargs
             return mock_response
 
-        mock_llm.chat_completions = capture_chat_completions
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = capture_chat_completions
+
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": f"Claude45Test-{model_name}",
@@ -1659,10 +1778,6 @@ async def test_claude_45_sets_default_max_tokens(
         mocker: MockerFixture,
     ) -> None:
         """Test that Claude 4.5 models get default max_tokens=8000 when not configured."""
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1682,8 +1797,14 @@ async def capture_chat_completions(**kwargs: Any) -> Any:
             captured_request = kwargs
             return mock_response
 
-        mock_llm.chat_completions = capture_chat_completions
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = capture_chat_completions
+
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         # No max_tokens in config - should default to 8000 for Claude 4.5
         config = {
@@ -1712,10 +1833,6 @@ async def test_claude_45_respects_configured_max_tokens(
         mocker: MockerFixture,
     ) -> None:
         """Test that explicitly configured max_tokens overrides the Claude 4.5 default."""
-        mock_uipath = mocker.MagicMock()
-        mock_llm = mocker.MagicMock()
-        mock_uipath.llm = mock_llm
-
         mock_tool_call = mocker.MagicMock()
         mock_tool_call.id = "call_1"
         mock_tool_call.name = "submit_evaluation"
@@ -1735,8 +1852,14 @@ async def capture_chat_completions(**kwargs: Any) -> Any:
             captured_request = kwargs
             return mock_response
 
-        mock_llm.chat_completions = capture_chat_completions
-        mocker.patch("uipath.platform.UiPath", return_value=mock_uipath)
+        mock_llm_instance = mocker.MagicMock()
+        mock_llm_instance.chat_completions = capture_chat_completions
+
+        mocker.patch("uipath.eval.evaluators.llm_as_judge_evaluator.UiPath")
+        mocker.patch(
+            "uipath.eval.evaluators.llm_as_judge_evaluator.UiPathLlmChatService",
+            return_value=mock_llm_instance,
+        )
 
         config = {
             "name": "Claude45CustomMaxTokens",
@@ -1754,3 +1877,167 @@ async def capture_chat_completions(**kwargs: Any) -> Any:
         assert captured_request["max_tokens"] == 4096, (
             "Configured max_tokens should override the Claude 4.5 default"
         )
+
+
+class TestBinaryClassificationEvaluator:
+    """Test BinaryClassificationEvaluator.evaluate() method."""
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "predicted, expected_class, positive_class, expected_score",
+        [
+            # TP: pred=positive, exp=positive → match → 1.0
+            ("spam", "spam", "spam", 1.0),
+            # FP: pred=positive, exp=negative → mismatch → 0.0
+            ("spam", "ham", "spam", 0.0),
+            # FN: pred=negative, exp=positive → mismatch → 0.0
+            ("ham", "spam", "spam", 0.0),
+            # TN: pred=negative, exp=negative → match → 1.0
+            ("ham", "ham", "spam", 1.0),
+            # Case insensitive TP
+            ("Spam", "SPAM", "spam", 1.0),
+        ],
+    )
+    async def test_binary_classification_scoring(
+        self,
+        predicted: str,
+        expected_class: str,
+        positive_class: str,
+        expected_score: float,
+    ) -> None:
+        """Test BinaryClassificationEvaluator returns 1.0 for match, 0.0 for mismatch."""
+        from uipath.eval.evaluators.binary_classification_evaluator import (
+            BinaryClassificationEvaluationCriteria,
+            BinaryClassificationEvaluator,
+        )
+
+        execution = AgentExecution(
+            agent_input={},
+            agent_output={"class": predicted},
+            agent_trace=[],
+        )
+        config = {
+            "name": "BinaryClassificationTest",
+            "target_output_key": "class",
+            "positive_class": positive_class,
+        }
+        evaluator = BinaryClassificationEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = BinaryClassificationEvaluationCriteria(
+            expected_class=expected_class,
+        )
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == expected_score
+        assert isinstance(result.details, BaseEvaluatorJustification)
+
+
+class TestMulticlassClassificationEvaluator:
+    """Test MulticlassClassificationEvaluator.evaluate() method."""
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "predicted, expected_class, classes, expected_score",
+        [
+            # Correct prediction → 1.0
+            ("cat", "cat", ["cat", "dog", "bird"], 1.0),
+            # Mismatch → 0.0
+            ("dog", "cat", ["cat", "dog", "bird"], 0.0),
+            # Mismatch → 0.0
+            ("cat", "dog", ["cat", "dog", "bird"], 0.0),
+            # Correct prediction → 1.0
+            ("bird", "bird", ["cat", "dog", "bird"], 1.0),
+            # Case insensitive match → 1.0
+            ("Cat", "CAT", ["cat", "dog", "bird"], 1.0),
+        ],
+    )
+    async def test_multiclass_classification_scoring(
+        self,
+        predicted: str,
+        expected_class: str,
+        classes: list[str],
+        expected_score: float,
+    ) -> None:
+        """Test MulticlassClassificationEvaluator returns 1.0 for match, 0.0 for mismatch."""
+        from uipath.eval.evaluators.multiclass_classification_evaluator import (
+            MulticlassClassificationEvaluationCriteria,
+            MulticlassClassificationEvaluator,
+        )
+
+        execution = AgentExecution(
+            agent_input={},
+            agent_output={"class": predicted},
+            agent_trace=[],
+        )
+        config = {
+            "name": "MulticlassClassificationTest",
+            "target_output_key": "class",
+            "classes": classes,
+        }
+        evaluator = MulticlassClassificationEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = MulticlassClassificationEvaluationCriteria(
+            expected_class=expected_class,
+        )
+        result = await evaluator.evaluate(execution, criteria)
+
+        assert isinstance(result, NumericEvaluationResult)
+        assert result.score == expected_score
+        assert isinstance(result.details, BaseEvaluatorJustification)
+
+    @pytest.mark.asyncio
+    async def test_multiclass_classification_invalid_expected_class(self) -> None:
+        """Test that an invalid expected class returns an error result."""
+        from uipath.eval.evaluators.multiclass_classification_evaluator import (
+            MulticlassClassificationEvaluationCriteria,
+            MulticlassClassificationEvaluator,
+        )
+        from uipath.eval.models.models import ErrorEvaluationResult
+
+        execution = AgentExecution(
+            agent_input={},
+            agent_output={"class": "cat"},
+            agent_trace=[],
+        )
+        config = {
+            "name": "MulticlassClassificationTest",
+            "target_output_key": "class",
+            "classes": ["cat", "dog"],
+        }
+        evaluator = MulticlassClassificationEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = MulticlassClassificationEvaluationCriteria(expected_class="bird")
+        result = await evaluator.evaluate(execution, criteria)
+        assert isinstance(result, ErrorEvaluationResult)
+        assert result.score == 0.0
+
+    @pytest.mark.asyncio
+    async def test_multiclass_classification_invalid_predicted_class(self) -> None:
+        """Test that an invalid predicted class returns an error result."""
+        from uipath.eval.evaluators.multiclass_classification_evaluator import (
+            MulticlassClassificationEvaluationCriteria,
+            MulticlassClassificationEvaluator,
+        )
+        from uipath.eval.models.models import ErrorEvaluationResult
+
+        execution = AgentExecution(
+            agent_input={},
+            agent_output={"class": "fish"},
+            agent_trace=[],
+        )
+        config = {
+            "name": "MulticlassClassificationTest",
+            "target_output_key": "class",
+            "classes": ["cat", "dog"],
+        }
+        evaluator = MulticlassClassificationEvaluator.model_validate(
+            {"evaluatorConfig": config, "id": str(uuid.uuid4())}
+        )
+        criteria = MulticlassClassificationEvaluationCriteria(expected_class="cat")
+        result = await evaluator.evaluate(execution, criteria)
+        assert isinstance(result, ErrorEvaluationResult)
+        assert result.score == 0.0
diff --git a/tests/evaluators/test_evaluator_schemas.py b/packages/uipath/tests/evaluators/test_evaluator_schemas.py
similarity index 97%
rename from tests/evaluators/test_evaluator_schemas.py
rename to packages/uipath/tests/evaluators/test_evaluator_schemas.py
index 62e7fc473..f46902562 100644
--- a/tests/evaluators/test_evaluator_schemas.py
+++ b/packages/uipath/tests/evaluators/test_evaluator_schemas.py
@@ -594,7 +594,7 @@ class TestEvaluatorReference:
 
     def test_evaluator_reference_from_string(self) -> None:
         """Test creating EvaluatorReference from a string."""
-        from uipath._cli._evals._models._evaluation_set import EvaluatorReference
+        from uipath.eval.models.evaluation_set import EvaluatorReference
 
         ref = EvaluatorReference.model_validate("evaluator-id-123")
         assert ref.ref == "evaluator-id-123"
@@ -602,7 +602,7 @@ def test_evaluator_reference_from_string(self) -> None:
 
     def test_evaluator_reference_from_dict_with_weight(self) -> None:
         """Test creating EvaluatorReference from a dict with weight."""
-        from uipath._cli._evals._models._evaluation_set import EvaluatorReference
+        from uipath.eval.models.evaluation_set import EvaluatorReference
 
         ref = EvaluatorReference.model_validate(
             {"ref": "evaluator-id-123", "weight": 2.5}
@@ -612,7 +612,7 @@ def test_evaluator_reference_from_dict_with_weight(self) -> None:
 
     def test_evaluator_reference_from_dict_without_weight(self) -> None:
         """Test creating EvaluatorReference from a dict without weight."""
-        from uipath._cli._evals._models._evaluation_set import EvaluatorReference
+        from uipath.eval.models.evaluation_set import EvaluatorReference
 
         ref = EvaluatorReference.model_validate({"ref": "evaluator-id-123"})
         assert ref.ref == "evaluator-id-123"
@@ -620,7 +620,7 @@ def test_evaluator_reference_from_dict_without_weight(self) -> None:
 
     def test_evaluator_reference_serialization_with_weight(self) -> None:
         """Test serializing EvaluatorReference with weight."""
-        from uipath._cli._evals._models._evaluation_set import EvaluatorReference
+        from uipath.eval.models.evaluation_set import EvaluatorReference
 
         ref = EvaluatorReference(ref="evaluator-id-123", weight=2.5)
         serialized = ref.model_dump(mode="json")
@@ -628,7 +628,7 @@ def test_evaluator_reference_serialization_with_weight(self) -> None:
 
     def test_evaluator_reference_serialization_without_weight(self) -> None:
         """Test serializing EvaluatorReference without weight."""
-        from uipath._cli._evals._models._evaluation_set import EvaluatorReference
+        from uipath.eval.models.evaluation_set import EvaluatorReference
 
         ref = EvaluatorReference(ref="evaluator-id-123")
         serialized = ref.model_dump(mode="json")
@@ -636,7 +636,7 @@ def test_evaluator_reference_serialization_without_weight(self) -> None:
 
     def test_evaluator_reference_weight_validation(self) -> None:
         """Test that weight must be non-negative."""
-        from uipath._cli._evals._models._evaluation_set import EvaluatorReference
+        from uipath.eval.models.evaluation_set import EvaluatorReference
 
         # Valid weight
         ref = EvaluatorReference.model_validate(
@@ -650,7 +650,7 @@ def test_evaluator_reference_weight_validation(self) -> None:
 
     def test_evaluation_set_with_evaluator_references(self) -> None:
         """Test EvaluationSet with EvaluatorReference objects in evaluatorConfigs."""
-        from uipath._cli._evals._models._evaluation_set import EvaluationSet
+        from uipath.eval.models.evaluation_set import EvaluationSet
 
         eval_set_data = {
             "id": "test-set-123",
@@ -675,7 +675,7 @@ def test_evaluation_set_with_evaluator_references(self) -> None:
 
     def test_evaluation_set_backward_compatibility(self) -> None:
         """Test EvaluationSet with old evaluatorRefs field (backward compatibility)."""
-        from uipath._cli._evals._models._evaluation_set import EvaluationSet
+        from uipath.eval.models.evaluation_set import EvaluationSet
 
         eval_set_data = {
             "id": "test-set-456",
diff --git a/tests/evaluators/test_helpers.py b/packages/uipath/tests/evaluators/test_helpers.py
similarity index 100%
rename from tests/evaluators/test_helpers.py
rename to packages/uipath/tests/evaluators/test_helpers.py
diff --git a/packages/uipath/tests/evaluators/test_legacy_target_output_key_paths.py b/packages/uipath/tests/evaluators/test_legacy_target_output_key_paths.py
new file mode 100644
index 000000000..01d2235c7
--- /dev/null
+++ b/packages/uipath/tests/evaluators/test_legacy_target_output_key_paths.py
@@ -0,0 +1,236 @@
+"""Tests for targetOutputKey path resolution in legacy evaluators.
+
+Tests nested dot notation and array indexing in LegacyExactMatchEvaluator
+and LegacyJsonSimilarityEvaluator.
+"""
+
+from typing import Any
+
+import pytest
+
+from uipath.eval.evaluators import (
+    LegacyExactMatchEvaluator,
+    LegacyJsonSimilarityEvaluator,
+)
+from uipath.eval.evaluators.base_legacy_evaluator import LegacyEvaluationCriteria
+from uipath.eval.models.models import (
+    AgentExecution,
+    LegacyEvaluatorCategory,
+    LegacyEvaluatorType,
+)
+
+NESTED_OUTPUT = {
+    "order_id": "ORD-001",
+    "customer": {
+        "name": "John Doe",
+        "email": "john.doe@example.com",
+        "address": {
+            "street": "123 Main St",
+            "city": "Springfield",
+            "zip_code": "62701",
+        },
+    },
+    "items": [
+        {"name": "Widget", "quantity": 2, "price": 9.99},
+        {"name": "Gadget", "quantity": 1, "price": 24.99},
+    ],
+    "summary": {"total": 44.97, "item_count": 3, "status": "completed"},
+    "tags": ["priority", "express", "verified"],
+}
+
+
+def _make_exact_match_params(target_output_key: str = "*") -> dict[str, Any]:
+    return {
+        "id": "test-exact",
+        "category": LegacyEvaluatorCategory.Deterministic,
+        "type": LegacyEvaluatorType.Equals,
+        "name": "ExactMatch",
+        "description": "Test",
+        "createdAt": "2025-01-01T00:00:00Z",
+        "updatedAt": "2025-01-01T00:00:00Z",
+        "targetOutputKey": target_output_key,
+    }
+
+
+def _make_json_sim_params(target_output_key: str = "*") -> dict[str, Any]:
+    return {
+        "id": "test-json-sim",
+        "category": LegacyEvaluatorCategory.Deterministic,
+        "type": LegacyEvaluatorType.JsonSimilarity,
+        "name": "JsonSimilarity",
+        "description": "Test",
+        "createdAt": "2025-01-01T00:00:00Z",
+        "updatedAt": "2025-01-01T00:00:00Z",
+        "targetOutputKey": target_output_key,
+    }
+
+
+class TestExactMatchWithNestedPaths:
+    """Test LegacyExactMatchEvaluator with nested targetOutputKey paths."""
+
+    @pytest.mark.asyncio
+    async def test_nested_dot_path_summary_status(self) -> None:
+        evaluator = LegacyExactMatchEvaluator(
+            **_make_exact_match_params("summary.status")
+        )
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is True
+
+    @pytest.mark.asyncio
+    async def test_nested_dot_path_customer_address_city(self) -> None:
+        evaluator = LegacyExactMatchEvaluator(
+            **_make_exact_match_params("customer.address.city")
+        )
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is True
+
+    @pytest.mark.asyncio
+    async def test_array_index_items_0_name(self) -> None:
+        evaluator = LegacyExactMatchEvaluator(
+            **_make_exact_match_params("items[0].name")
+        )
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is True
+
+    @pytest.mark.asyncio
+    async def test_array_index_tags_1(self) -> None:
+        evaluator = LegacyExactMatchEvaluator(**_make_exact_match_params("tags[1]"))
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is True
+
+    @pytest.mark.asyncio
+    async def test_nested_path_mismatch_fails(self) -> None:
+        evaluator = LegacyExactMatchEvaluator(
+            **_make_exact_match_params("summary.status")
+        )
+        original_summary = NESTED_OUTPUT["summary"]
+        assert isinstance(original_summary, dict)
+        modified_summary = {**original_summary, "status": "pending"}
+        different_output = {**NESTED_OUTPUT, "summary": modified_summary}
+        result = await evaluator.evaluate(
+            AgentExecution(
+                agent_input={}, agent_trace=[], agent_output=different_output
+            ),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is False
+
+    @pytest.mark.asyncio
+    async def test_missing_path_in_both_passes(self) -> None:
+        """When path doesn't exist in either output, both resolve to {} -> pass."""
+        evaluator = LegacyExactMatchEvaluator(
+            **_make_exact_match_params("nonexistent.path")
+        )
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is True
+
+    @pytest.mark.asyncio
+    async def test_flat_key_backward_compatible(self) -> None:
+        """Flat key like 'order_id' still works as before."""
+        evaluator = LegacyExactMatchEvaluator(**_make_exact_match_params("order_id"))
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score is True
+
+
+class TestJsonSimilarityWithNestedPaths:
+    """Test LegacyJsonSimilarityEvaluator with nested targetOutputKey paths."""
+
+    @pytest.mark.asyncio
+    async def test_json_similarity_with_target_key_summary(self) -> None:
+        """JSON similarity on nested 'summary' object should score 100."""
+        evaluator = LegacyJsonSimilarityEvaluator(**_make_json_sim_params("summary"))
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score == 100.0
+
+    @pytest.mark.asyncio
+    async def test_json_similarity_with_target_key_customer(self) -> None:
+        """JSON similarity on nested 'customer' object should score 100."""
+        evaluator = LegacyJsonSimilarityEvaluator(**_make_json_sim_params("customer"))
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score == 100.0
+
+    @pytest.mark.asyncio
+    async def test_json_similarity_with_target_key_items_0(self) -> None:
+        """JSON similarity on items[0] should score 100 when matching."""
+        evaluator = LegacyJsonSimilarityEvaluator(**_make_json_sim_params("items[0]"))
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score == 100.0
+
+    @pytest.mark.asyncio
+    async def test_json_similarity_wildcard_unchanged(self) -> None:
+        """Wildcard '*' should compare the full output (backward compatible)."""
+        evaluator = LegacyJsonSimilarityEvaluator(**_make_json_sim_params("*"))
+        result = await evaluator.evaluate(
+            AgentExecution(agent_input={}, agent_trace=[], agent_output=NESTED_OUTPUT),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        assert result.score == 100.0
+
+    @pytest.mark.asyncio
+    async def test_json_similarity_partial_match_with_target(self) -> None:
+        """When target narrows to a sub-object, partial matches still work."""
+        evaluator = LegacyJsonSimilarityEvaluator(**_make_json_sim_params("summary"))
+        different_summary = {
+            **NESTED_OUTPUT,
+            "summary": {"total": 45.0, "item_count": 3, "status": "completed"},
+        }
+        result = await evaluator.evaluate(
+            AgentExecution(
+                agent_input={}, agent_trace=[], agent_output=different_summary
+            ),
+            LegacyEvaluationCriteria(
+                expected_output=NESTED_OUTPUT, expected_agent_behavior=""
+            ),
+        )
+        # total: 45.0 vs 44.97 -> very close but not exact
+        assert result.score > 99.0
+        assert result.score < 100.0
diff --git a/tests/evaluators/test_llm_judge_placeholder_validation.py b/packages/uipath/tests/evaluators/test_llm_judge_placeholder_validation.py
similarity index 100%
rename from tests/evaluators/test_llm_judge_placeholder_validation.py
rename to packages/uipath/tests/evaluators/test_llm_judge_placeholder_validation.py
diff --git a/packages/uipath/tests/evaluators/test_output_path.py b/packages/uipath/tests/evaluators/test_output_path.py
new file mode 100644
index 000000000..9e2947556
--- /dev/null
+++ b/packages/uipath/tests/evaluators/test_output_path.py
@@ -0,0 +1,152 @@
+"""Tests for resolve_output_path utility function.
+
+Covers: wildcard, flat key, nested dot notation, array indexing,
+mixed paths, error handling, and edge cases.
+"""
+
+from typing import Any
+
+import pytest
+
+from uipath.eval._helpers.output_path import resolve_output_path
+
+
+class TestResolveOutputPath:
+    """Test suite for resolve_output_path."""
+
+    # --- Wildcard ("*") ---
+
+    def test_wildcard_returns_full_output_dict(self) -> None:
+        output = {"a": 1, "b": 2}
+        assert resolve_output_path(output, "*") == {"a": 1, "b": 2}
+
+    def test_wildcard_returns_full_output_string(self) -> None:
+        assert resolve_output_path("hello", "*") == "hello"
+
+    def test_wildcard_returns_full_output_list(self) -> None:
+        assert resolve_output_path([1, 2, 3], "*") == [1, 2, 3]
+
+    # --- Flat key ---
+
+    def test_flat_key_lookup(self) -> None:
+        output = {"result": 42, "extra": "ignore"}
+        assert resolve_output_path(output, "result") == 42
+
+    def test_flat_key_returns_nested_dict(self) -> None:
+        output = {"summary": {"total": 100, "count": 5}}
+        assert resolve_output_path(output, "summary") == {"total": 100, "count": 5}
+
+    # --- Nested dot notation ---
+
+    def test_nested_dot_two_levels(self) -> None:
+        output = {"summary": {"status": "completed"}}
+        assert resolve_output_path(output, "summary.status") == "completed"
+
+    def test_nested_dot_three_levels(self) -> None:
+        output = {
+            "customer": {
+                "address": {
+                    "city": "Springfield",
+                }
+            }
+        }
+        assert resolve_output_path(output, "customer.address.city") == "Springfield"
+
+    def test_nested_dot_numeric_value(self) -> None:
+        output = {"order": {"summary": {"total": 44.97}}}
+        assert resolve_output_path(output, "order.summary.total") == 44.97
+
+    # --- Array indexing ---
+
+    def test_array_index_first(self) -> None:
+        output = {"items": ["a", "b", "c"]}
+        assert resolve_output_path(output, "items[0]") == "a"
+
+    def test_array_index_last(self) -> None:
+        output = {"items": ["a", "b", "c"]}
+        assert resolve_output_path(output, "items[2]") == "c"
+
+    def test_array_index_with_nested_property(self) -> None:
+        output = {
+            "items": [
+                {"name": "Widget", "price": 9.99},
+                {"name": "Gadget", "price": 24.99},
+            ]
+        }
+        assert resolve_output_path(output, "items[0].name") == "Widget"
+        assert resolve_output_path(output, "items[1].price") == 24.99
+
+    def test_array_index_on_flat_array(self) -> None:
+        output = {"tags": ["priority", "express", "verified"]}
+        assert resolve_output_path(output, "tags[1]") == "express"
+
+    # --- Mixed deep paths ---
+
+    def test_mixed_nested_and_array(self) -> None:
+        output = {
+            "data": {
+                "results": [
+                    {"details": {"score": 95}},
+                    {"details": {"score": 87}},
+                ]
+            }
+        }
+        assert resolve_output_path(output, "data.results[0].details.score") == 95
+        assert resolve_output_path(output, "data.results[1].details.score") == 87
+
+    def test_deeply_nested_array_of_arrays(self) -> None:
+        output = {"matrix": [[1, 2], [3, 4]]}
+        assert resolve_output_path(output, "matrix[0][1]") == 2
+        assert resolve_output_path(output, "matrix[1][0]") == 3
+
+    # --- Error handling ---
+
+    def test_missing_key_raises_key_error(self) -> None:
+        output = {"a": 1}
+        with pytest.raises(KeyError):
+            resolve_output_path(output, "missing_key")
+
+    def test_missing_nested_key_raises_key_error(self) -> None:
+        output = {"a": {"b": 1}}
+        with pytest.raises(KeyError):
+            resolve_output_path(output, "a.missing")
+
+    def test_array_index_out_of_range(self) -> None:
+        output = {"items": [1, 2]}
+        with pytest.raises(IndexError):
+            resolve_output_path(output, "items[5]")
+
+    def test_index_on_non_list_raises_type_error(self) -> None:
+        output = {"value": "string"}
+        with pytest.raises(TypeError):
+            resolve_output_path(output, "value[0]")
+
+    def test_key_on_non_dict_raises_type_error(self) -> None:
+        output = {"value": 42}
+        with pytest.raises(TypeError):
+            resolve_output_path(output, "value.nested")
+
+    def test_invalid_empty_path_raises_value_error(self) -> None:
+        with pytest.raises(ValueError):
+            resolve_output_path({"a": 1}, "")
+
+    # --- Edge cases ---
+
+    def test_output_is_none(self) -> None:
+        assert resolve_output_path(None, "*") is None
+
+    def test_path_with_numeric_string_key(self) -> None:
+        output = {"123": "numeric-key"}
+        assert resolve_output_path(output, "123") == "numeric-key"
+
+    def test_nested_none_value(self) -> None:
+        output = {"a": {"b": None}}
+        assert resolve_output_path(output, "a.b") is None
+
+    def test_empty_dict_value(self) -> None:
+        output: dict[str, Any] = {"a": {}}
+        assert resolve_output_path(output, "a") == {}
+
+    def test_bool_value(self) -> None:
+        output = {"active": True}
+        assert resolve_output_path(output, "active") is True
diff --git a/packages/uipath/tests/functions/__init__.py b/packages/uipath/tests/functions/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/tests/functions/test_debug_breakpoints.py b/packages/uipath/tests/functions/test_debug_breakpoints.py
similarity index 85%
rename from tests/functions/test_debug_breakpoints.py
rename to packages/uipath/tests/functions/test_debug_breakpoints.py
index 1966806fb..4735f9e2a 100644
--- a/tests/functions/test_debug_breakpoints.py
+++ b/packages/uipath/tests/functions/test_debug_breakpoints.py
@@ -19,16 +19,16 @@
 from typing import Any, Literal
 
 import pytest
+
+from uipath.functions.debug import BreakpointController, UiPathDebugFunctionsRuntime
+from uipath.functions.runtime import UiPathFunctionsRuntime
 from uipath.runtime import (
     UiPathBreakpointResult,
     UiPathRuntimeResult,
     UiPathRuntimeStatus,
 )
 from uipath.runtime.debug import UiPathDebugRuntime
-from uipath.runtime.events import UiPathRuntimeStateEvent
-
-from uipath.functions.debug import BreakpointController, UiPathDebugFunctionsRuntime
-from uipath.functions.runtime import UiPathFunctionsRuntime
+from uipath.runtime.events import UiPathRuntimeStateEvent, UiPathRuntimeStatePhase
 
 
 class MockDebugBridge:
@@ -531,8 +531,9 @@ async def test_state_events_not_emitted_for_external_functions(
             assert result.status == UiPathRuntimeStatus.SUCCESSFUL
 
             state_names = [s.node_name for s in bridge.state_updates]
-            # Only main — json.dumps is external
-            assert state_names == ["main"]
+            # Only main — json.dumps is external; 2 events: started + completed
+            assert all(name == "main" for name in state_names)
+            assert len(state_names) == 2
         finally:
             await runtime.dispose()
 
@@ -553,11 +554,23 @@ async def test_state_events_carry_locals(self, script_dir: Path):
         try:
             await runtime.execute({})
 
-            helper_states = [s for s in bridge.state_updates if s.node_name == "helper"]
-            assert len(helper_states) == 1
+            helper_started = [
+                s
+                for s in bridge.state_updates
+                if s.node_name == "helper"
+                and s.phase == UiPathRuntimeStatePhase.STARTED
+            ]
+            helper_completed = [
+                s
+                for s in bridge.state_updates
+                if s.node_name == "helper"
+                and s.phase == UiPathRuntimeStatePhase.COMPLETED
+            ]
+            assert len(helper_started) == 1
+            assert len(helper_completed) == 1
             # At call time, x and y should be in the payload
-            assert helper_states[0].payload["x"] == 1
-            assert helper_states[0].payload["y"] == 2
+            assert helper_started[0].payload["x"] == 1
+            assert helper_started[0].payload["y"] == 2
         finally:
             await runtime.dispose()
 
@@ -732,3 +745,93 @@ async def test_state_events_through_decorator_wrappers(self, script_dir: Path):
             assert "apply_operator" in state_names
         finally:
             await runtime.dispose()
+
+    async def test_state_events_have_started_and_completed_phases(
+        self, script_dir: Path
+    ):
+        """Each tracked function should emit both STARTED and COMPLETED phase events."""
+        _write_script(
+            script_dir,
+            "phase_helpers.py",
+            "def helper(n):\n    return n * 2\n",
+        )
+        script = _write_script(
+            script_dir,
+            "main.py",
+            "from phase_helpers import helper\n"
+            "\n"
+            "def main(input):\n"
+            '    val = input.get("n", 5)\n'
+            "    result = helper(val)\n"
+            '    return {"result": result}\n',
+        )
+        runtime, bridge = _build_stack(script, breakpoints="*")
+
+        try:
+            result = await runtime.execute({"n": 3})
+
+            assert result.status == UiPathRuntimeStatus.SUCCESSFUL
+            assert result.output == {"result": 6}
+
+            # Each tracked function (main, helper) should have started + completed
+            for func_name in ("main", "helper"):
+                started = [
+                    s
+                    for s in bridge.state_updates
+                    if s.node_name == func_name
+                    and s.phase == UiPathRuntimeStatePhase.STARTED
+                ]
+                completed = [
+                    s
+                    for s in bridge.state_updates
+                    if s.node_name == func_name
+                    and s.phase == UiPathRuntimeStatePhase.COMPLETED
+                ]
+                assert len(started) == 1, f"{func_name} should have 1 STARTED event"
+                assert len(completed) == 1, f"{func_name} should have 1 COMPLETED event"
+
+            # Completed events should carry __return__ key
+            helper_completed = [
+                s
+                for s in bridge.state_updates
+                if s.node_name == "helper"
+                and s.phase == UiPathRuntimeStatePhase.COMPLETED
+            ]
+            assert "__return__" in helper_completed[0].payload
+        finally:
+            await runtime.dispose()
+
+    async def test_stream_phase_events_from_functions_runtime(self, script_dir: Path):
+        """UiPathFunctionsRuntime.stream() emits STARTED → COMPLETED → result."""
+        script = _write_script(
+            script_dir,
+            "main.py",
+            'def main(input):\n    return {"value": input.get("x", 0) + 1}\n',
+        )
+        inner = UiPathFunctionsRuntime(str(script), "main", script.name)
+
+        try:
+            events = []
+            async for event in inner.stream({"x": 5}):
+                events.append(event)
+
+            # Should be: STARTED state event, COMPLETED state event, result
+            state_events = [e for e in events if isinstance(e, UiPathRuntimeStateEvent)]
+            result_events = [
+                e
+                for e in events
+                if isinstance(e, UiPathRuntimeResult)
+                and not isinstance(e, UiPathBreakpointResult)
+            ]
+
+            assert len(state_events) == 2
+            assert state_events[0].phase == UiPathRuntimeStatePhase.STARTED
+            assert state_events[0].payload == {"x": 5}
+            assert state_events[1].phase == UiPathRuntimeStatePhase.COMPLETED
+            assert state_events[1].payload == {"value": 6}
+
+            assert len(result_events) == 1
+            assert result_events[0].status == UiPathRuntimeStatus.SUCCESSFUL
+            assert result_events[0].output == {"value": 6}
+        finally:
+            await inner.dispose()
diff --git a/tests/functions/test_graph_builder.py b/packages/uipath/tests/functions/test_graph_builder.py
similarity index 85%
rename from tests/functions/test_graph_builder.py
rename to packages/uipath/tests/functions/test_graph_builder.py
index 00878598d..56bf97cd3 100644
--- a/tests/functions/test_graph_builder.py
+++ b/packages/uipath/tests/functions/test_graph_builder.py
@@ -263,6 +263,53 @@ def do_work():
     assert "do_work" in node_names
 
 
+def test_node_id_uses_last_body_line(tmp_path):
+    """Node ID should point to the last statement in the function body."""
+    (tmp_path / "main.py").write_text(
+        textwrap.dedent("""\
+        def main(input):
+            x = input.get("value", 10)
+            y = x * 2
+            return {"result": y}
+        """)
+    )
+
+    graph = build_call_graph(
+        str(tmp_path / "main.py"),
+        "main",
+        project_dir=str(tmp_path),
+    )
+
+    assert len(graph.nodes) == 1
+    node = graph.nodes[0]
+    # Last body line is "return {"result": y}" at line 4
+    assert node.id == "main.py:4"
+
+
+def test_node_id_last_line_with_docstring(tmp_path):
+    """Docstring should not affect the last body line calculation."""
+    (tmp_path / "main.py").write_text(
+        textwrap.dedent("""\
+        def main(input):
+            \"\"\"This is a docstring.\"\"\"
+            x = 1
+            y = 2
+            return x + y
+        """)
+    )
+
+    graph = build_call_graph(
+        str(tmp_path / "main.py"),
+        "main",
+        project_dir=str(tmp_path),
+    )
+
+    assert len(graph.nodes) == 1
+    node = graph.nodes[0]
+    # Last body line is "return x + y" at line 5
+    assert node.id == "main.py:5"
+
+
 def test_module_attribute_call(tmp_path):
     """import module; module.func() pattern is resolved."""
     (tmp_path / "mymod.py").write_text(
diff --git a/packages/uipath/tests/functions/test_unwrap_decorated.py b/packages/uipath/tests/functions/test_unwrap_decorated.py
new file mode 100644
index 000000000..37b9d40eb
--- /dev/null
+++ b/packages/uipath/tests/functions/test_unwrap_decorated.py
@@ -0,0 +1,176 @@
+"""Tests that the functions runtime correctly unwraps decorated functions."""
+
+import textwrap
+
+import pytest
+
+from uipath.functions.runtime import UiPathFunctionsRuntime
+from uipath.runtime.errors import UiPathRuntimeError
+from uipath.runtime.events import UiPathRuntimeStateEvent, UiPathRuntimeStatePhase
+
+
+@pytest.fixture
+def decorated_module(tmp_path):
+    """Create a module with a decorated function using functools.wraps."""
+    (tmp_path / "decorated.py").write_text(
+        textwrap.dedent("""\
+        import functools
+        from dataclasses import dataclass
+
+
+        @dataclass
+        class TreeNode:
+            value: int
+            left: "TreeNode | None" = None
+            right: "TreeNode | None" = None
+
+
+        @dataclass
+        class TreeStats:
+            total_nodes: int
+            max_value: int
+
+
+        def mock_traced(func):
+            @functools.wraps(func)
+            async def wrapper(*args, **kwargs):
+                return await func(*args, **kwargs)
+            return wrapper
+
+
+        @mock_traced
+        async def main(input: TreeNode) -> TreeStats:
+            return TreeStats(total_nodes=1, max_value=input.value)
+        """)
+    )
+    return tmp_path / "decorated.py"
+
+
+@pytest.mark.asyncio
+async def test_get_schema_unwraps_decorated_function(decorated_module):
+    """get_schema should see through decorators to find the original type hints."""
+    runtime = UiPathFunctionsRuntime(str(decorated_module), "main", "decorated")
+    schema = await runtime.get_schema()
+
+    # The input schema should reflect TreeNode, not be empty
+    assert schema.input is not None
+    props = schema.input.get("properties", {})
+    assert "value" in props
+
+    # The output schema should reflect TreeStats
+    assert schema.output is not None
+    out_props = schema.output.get("properties", {})
+    assert "total_nodes" in out_props
+    assert "max_value" in out_props
+
+
+@pytest.mark.asyncio
+async def test_execute_unwraps_decorated_function(decorated_module):
+    """execute should unwrap the decorator to read the signature, but still call the wrapper."""
+    runtime = UiPathFunctionsRuntime(str(decorated_module), "main", "decorated")
+    result = await runtime.execute({"value": 42})
+
+    assert isinstance(result.output, dict)
+    assert result.output["total_nodes"] == 1
+    assert result.output["max_value"] == 42
+
+
+@pytest.mark.asyncio
+async def test_schema_type_defaults_to_function(decorated_module):
+    """Schema type should be 'function' by default."""
+    runtime = UiPathFunctionsRuntime(str(decorated_module), "main", "decorated")
+    schema = await runtime.get_schema()
+
+    assert schema.type == "function"
+
+
+@pytest.mark.asyncio
+async def test_schema_type_reflects_entrypoint_type(decorated_module):
+    """Schema type should reflect the entrypoint_type passed to the runtime."""
+    runtime_fn = UiPathFunctionsRuntime(
+        str(decorated_module), "main", "decorated", entrypoint_type="function"
+    )
+    schema_fn = await runtime_fn.get_schema()
+    assert schema_fn.type == "function"
+
+    runtime_agent = UiPathFunctionsRuntime(
+        str(decorated_module), "main", "decorated", entrypoint_type="agent"
+    )
+    schema_agent = await runtime_agent.get_schema()
+    assert schema_agent.type == "agent"
+
+
+@pytest.fixture
+def future_annotations_module(tmp_path):
+    """Create a module using `from __future__ import annotations` (PEP 563)."""
+    (tmp_path / "future_ann.py").write_text(
+        textwrap.dedent("""\
+        from __future__ import annotations
+
+        from pydantic import BaseModel
+
+
+        class OrderInput(BaseModel):
+            customer_name: str
+            quantity: int = 1
+
+
+        class OrderOutput(BaseModel):
+            accepted: bool
+            total: float
+
+
+        def main(order: OrderInput) -> OrderOutput:
+            return OrderOutput(accepted=True, total=order.quantity * 9.99)
+        """)
+    )
+    return tmp_path / "future_ann.py"
+
+
+@pytest.mark.asyncio
+async def test_execute_resolves_future_annotations(future_annotations_module):
+    """PEP 563 stringified annotations should be resolved via get_type_hints."""
+    runtime = UiPathFunctionsRuntime(
+        str(future_annotations_module), "main", "future_ann"
+    )
+    result = await runtime.execute({"customer_name": "Alice", "quantity": 2})
+
+    assert result.output == {"accepted": True, "total": 19.98}
+
+
+@pytest.fixture
+def failing_module(tmp_path):
+    """Create a module whose function always raises."""
+    (tmp_path / "failing.py").write_text(
+        textwrap.dedent("""\
+        def main(data: dict) -> dict:
+            raise ValueError("something went wrong")
+        """)
+    )
+    return tmp_path / "failing.py"
+
+
+@pytest.mark.asyncio
+async def test_execute_raises_on_function_error(failing_module):
+    """Function errors should propagate as UiPathRuntimeError, not return FAULTED."""
+    runtime = UiPathFunctionsRuntime(str(failing_module), "main", "failing")
+
+    with pytest.raises(UiPathRuntimeError, match="something went wrong"):
+        await runtime.execute({"key": "value"})
+
+
+@pytest.mark.asyncio
+async def test_stream_yields_faulted_then_raises(failing_module):
+    """stream() should yield STARTED, then FAULTED, then raise UiPathRuntimeError."""
+    runtime = UiPathFunctionsRuntime(str(failing_module), "main", "failing")
+
+    events = []
+    with pytest.raises(UiPathRuntimeError, match="something went wrong"):
+        async for event in runtime.stream({"key": "value"}):
+            events.append(event)
+
+    assert len(events) == 2
+    assert isinstance(events[0], UiPathRuntimeStateEvent)
+    assert events[0].phase == UiPathRuntimeStatePhase.STARTED
+    assert isinstance(events[1], UiPathRuntimeStateEvent)
+    assert events[1].phase == UiPathRuntimeStatePhase.FAULTED
diff --git a/tests/resource_overrides/__init__.py b/packages/uipath/tests/resource_overrides/__init__.py
similarity index 100%
rename from tests/resource_overrides/__init__.py
rename to packages/uipath/tests/resource_overrides/__init__.py
diff --git a/tests/resource_overrides/overwrites.json b/packages/uipath/tests/resource_overrides/overwrites.json
similarity index 100%
rename from tests/resource_overrides/overwrites.json
rename to packages/uipath/tests/resource_overrides/overwrites.json
diff --git a/tests/resource_overrides/test_resource_overrides.py b/packages/uipath/tests/resource_overrides/test_resource_overrides.py
similarity index 78%
rename from tests/resource_overrides/test_resource_overrides.py
rename to packages/uipath/tests/resource_overrides/test_resource_overrides.py
index a990e08d0..9d98defae 100644
--- a/tests/resource_overrides/test_resource_overrides.py
+++ b/packages/uipath/tests/resource_overrides/test_resource_overrides.py
@@ -2,7 +2,7 @@
 import json
 import os
 from pathlib import Path
-from unittest.mock import MagicMock, patch
+from unittest.mock import AsyncMock, MagicMock, patch
 from urllib.parse import parse_qs, urlparse
 
 import pytest
@@ -11,7 +11,8 @@
 from pytest_httpx import HTTPXMock
 
 from uipath._cli import cli
-from uipath._utils._bindings import ResourceOverwriteParser
+from uipath.platform.common import ResourceOverwriteParser
+from uipath.runtime import UiPathRuntimeResult
 
 
 @pytest.fixture
@@ -206,6 +207,7 @@ def _mock_calls(
                         "State": "Running",
                         "StartTime": "2024-01-01T00:00:00Z",
                         "Id": 123,
+                        "FolderKey": "test-folder-key",
                     }
                 ]
             },
@@ -213,7 +215,6 @@ def _mock_calls(
 
     def _assert(self, result, httpx_mock):
         # Verify execution was successful
-        print(result.output)
         assert result.exit_code == 0
 
         # Now verify that overridden values were used in API calls
@@ -309,7 +310,7 @@ def test_parse_overwrites_with_type_adapter(self, overwrites_data):
         assert mcp_server.folder_identifier == "Overwritten/MCPServer/Folder"
 
     def test_overrides_decorator_should_pop_kwargs_dict_when_present(self):
-        from uipath._utils import resource_override
+        from uipath.platform.common import resource_override
 
         @resource_override(resource_type="asset")
         def some_method(a: str, b: str, **kwargs):
@@ -394,6 +395,116 @@ async def mock_get_resource_overwrites():
                     self._assert(result, httpx_mock)
 
 
+class TestBindingsAvailableDuringResourceOverwrites:
+    def test_overwrites_are_loaded_on_runtime_initialization(
+        self,
+        runner: CliRunner,
+        temp_dir: str,
+        sample_main_script: str,
+        httpx_mock: HTTPXMock,
+    ):
+        entrypoint = "main.py"
+        bindings_file_created = False
+        bindings_existed_during_overwrites = None
+        overwrites_loaded = False
+
+        with runner.isolated_filesystem(temp_dir=temp_dir):
+            script_path = os.path.join(temp_dir, entrypoint)
+            with open(script_path, "w") as f:
+                f.write(sample_main_script)
+
+            with open(os.path.join(temp_dir, "uipath.json"), "w") as f:
+                json.dump(
+                    {"projectVersion": "1.0.0", "functions": {"main": "main.py:main"}},
+                    f,
+                )
+
+            org = "test-org"
+            tenant = "test-tenant"
+            base_url = f"https://example.com/{org}/{tenant}"
+
+            with patch.dict(
+                os.environ,
+                {
+                    "UIPATH_URL": base_url,
+                    "UIPATH_ACCESS_TOKEN": "test-access-token-12345",
+                    "UIPATH_ORGANIZATION_ID": org,
+                    "UIPATH_TENANT_ID": tenant,
+                    "UIPATH_PROJECT_ID": "test-project-id-12345",
+                },
+            ):
+                from uipath.platform.common import UiPathConfig
+
+                bindings_path = UiPathConfig.bindings_file_path
+
+                async def mock_get_resource_overwrites():
+                    nonlocal bindings_existed_during_overwrites
+                    nonlocal overwrites_loaded
+                    bindings_existed_during_overwrites = os.path.exists(bindings_path)
+                    if bindings_existed_during_overwrites:
+                        overwrites_loaded = True
+                    return {}
+
+                mock_debug_runtime = AsyncMock()
+                mock_debug_runtime.execute = AsyncMock(
+                    return_value=UiPathRuntimeResult()
+                )
+                mock_debug_runtime.dispose = AsyncMock()
+
+                async def mock_new_runtime(*args, **kwargs):
+                    assert overwrites_loaded
+                    return AsyncMock()
+
+                mock_factory = AsyncMock()
+                mock_factory.new_runtime = mock_new_runtime
+                mock_factory.get_settings = AsyncMock(return_value=None)
+                mock_factory.dispose = AsyncMock()
+
+                def mock_registry_get(**kwargs):
+                    nonlocal bindings_file_created
+                    bindings_data = {
+                        "version": "2",
+                        "resources": [],
+                    }
+                    with open(bindings_path, "w") as f:
+                        json.dump(bindings_data, f)
+                    bindings_file_created = True
+                    return mock_factory
+
+                with (
+                    patch(
+                        "uipath._cli.cli_debug.StudioClient"
+                    ) as mock_studio_client_class,
+                    patch(
+                        "uipath._cli.cli_debug.UiPathRuntimeFactoryRegistry"
+                    ) as mock_registry,
+                    patch(
+                        "uipath._cli.cli_debug.UiPathDebugRuntime",
+                        return_value=mock_debug_runtime,
+                    ),
+                ):
+                    mock_studio_client = MagicMock()
+                    mock_studio_client_class.return_value = mock_studio_client
+                    mock_studio_client.get_resource_overwrites = (
+                        mock_get_resource_overwrites
+                    )
+
+                    mock_registry.get.side_effect = mock_registry_get
+
+                    current_dir_copy = os.getcwd()
+                    os.chdir(temp_dir)
+
+                    runner.invoke(cli, ["debug", "main"], input="c\n")
+
+                    os.chdir(current_dir_copy)
+
+                    if os.path.exists(bindings_path):
+                        os.remove(bindings_path)
+
+                assert bindings_file_created
+                assert bindings_existed_during_overwrites is True
+
+
 class TestResourceOverrideWithTracing:
     """Tests for resource_override decorator integration with tracing."""
 
@@ -403,10 +514,10 @@ async def test_traced_span_shows_overridden_resource_name(
     ):
         """Verify that spans show the overridden resource name, not the original value."""
 
-        from uipath._utils import resource_override
-        from uipath._utils._bindings import (
+        from uipath.platform.common import (
             GenericResourceOverwrite,
             ResourceOverwritesContext,
+            resource_override,
         )
         from uipath.tracing import traced
 
diff --git a/tests/sdk/test_bindings.py b/packages/uipath/tests/sdk/test_bindings.py
similarity index 99%
rename from tests/sdk/test_bindings.py
rename to packages/uipath/tests/sdk/test_bindings.py
index 5aaf776bd..d9afd8235 100644
--- a/tests/sdk/test_bindings.py
+++ b/packages/uipath/tests/sdk/test_bindings.py
@@ -2,14 +2,14 @@
 
 import pytest
 
-from uipath._utils import resource_override
-from uipath._utils._bindings import (
+from uipath.platform.common import (
     ConnectionResourceOverwrite,
     GenericResourceOverwrite,
     ResourceOverwriteParser,
     ResourceOverwritesContext,
-    _resource_overwrites,
+    resource_override,
 )
+from uipath.platform.common._bindings import _resource_overwrites
 
 
 class TestBindingsInference:
diff --git a/tests/sdk/test_config.py b/packages/uipath/tests/sdk/test_config.py
similarity index 100%
rename from tests/sdk/test_config.py
rename to packages/uipath/tests/sdk/test_config.py
diff --git a/tests/sdk/test_uipath_caching.py b/packages/uipath/tests/sdk/test_uipath_caching.py
similarity index 100%
rename from tests/sdk/test_uipath_caching.py
rename to packages/uipath/tests/sdk/test_uipath_caching.py
diff --git a/tests/sdk/test_utils_validation.py b/packages/uipath/tests/sdk/test_utils_validation.py
similarity index 100%
rename from tests/sdk/test_utils_validation.py
rename to packages/uipath/tests/sdk/test_utils_validation.py
diff --git a/tests/telemetry/__init__.py b/packages/uipath/tests/telemetry/__init__.py
similarity index 100%
rename from tests/telemetry/__init__.py
rename to packages/uipath/tests/telemetry/__init__.py
diff --git a/tests/telemetry/test_track.py b/packages/uipath/tests/telemetry/test_track.py
similarity index 84%
rename from tests/telemetry/test_track.py
rename to packages/uipath/tests/telemetry/test_track.py
index dd7e94093..0c47d21e7 100644
--- a/tests/telemetry/test_track.py
+++ b/packages/uipath/tests/telemetry/test_track.py
@@ -27,7 +27,10 @@ def test_parse_valid_connection_string(self):
 
         result = _parse_connection_string(connection_string)
 
-        assert result == "test-key-123"
+        assert result == {
+            "InstrumentationKey": "test-key-123",
+            "IngestionEndpoint": "https://example.com/",
+        }
 
     def test_parse_connection_string_only_instrumentation_key(self):
         """Test parsing connection string with only InstrumentationKey."""
@@ -35,7 +38,7 @@ def test_parse_connection_string_only_instrumentation_key(self):
 
         result = _parse_connection_string(connection_string)
 
-        assert result == "simple-key"
+        assert result == {"InstrumentationKey": "simple-key"}
 
     def test_parse_connection_string_missing_instrumentation_key(self):
         """Test parsing connection string without InstrumentationKey."""
@@ -68,7 +71,7 @@ def test_parse_connection_string_with_special_chars_in_value(self):
 
         result = _parse_connection_string(connection_string)
 
-        assert result == "key=with=equals"
+        assert result == {"InstrumentationKey": "key=with=equals"}
 
 
 class TestAppInsightsEventClient:
@@ -84,6 +87,7 @@ def teardown_method(self):
         _AppInsightsEventClient._initialized = False
         _AppInsightsEventClient._client = None
 
+    @patch("uipath.telemetry._track._CONNECTION_STRING", "$CONNECTION_STRING")
     def test_initialize_no_connection_string(self):
         """Test initialization when no connection string is provided."""
         with patch.dict(os.environ, {}, clear=True):
@@ -95,6 +99,36 @@ def test_initialize_no_connection_string(self):
             assert _AppInsightsEventClient._initialized is True
             assert _AppInsightsEventClient._client is None
 
+    @patch("uipath.telemetry._track.TelemetryChannel")
+    @patch("uipath.telemetry._track.SynchronousQueue")
+    @patch("uipath.telemetry._track._DiagnosticSender")
+    @patch("uipath.telemetry._track._HAS_APPINSIGHTS", True)
+    @patch("uipath.telemetry._track.AppInsightsTelemetryClient")
+    @patch(
+        "uipath.telemetry._track._CONNECTION_STRING",
+        "InstrumentationKey=builtin-key;IngestionEndpoint=https://example.com/",
+    )
+    def test_initialize_falls_back_to_builtin_connection_string(
+        self, mock_client_class, mock_sender_class, mock_queue_class, mock_channel_class
+    ):
+        """Test initialization uses _CONNECTION_STRING when env var is not set."""
+        mock_client = MagicMock()
+        mock_client_class.return_value = mock_client
+
+        with patch.dict(os.environ, {}, clear=True):
+            os.environ.pop("TELEMETRY_CONNECTION_STRING", None)
+
+            _AppInsightsEventClient._initialize()
+
+        assert _AppInsightsEventClient._initialized is True
+        assert _AppInsightsEventClient._client is mock_client
+        mock_sender_class.assert_called_once_with(
+            service_endpoint_uri="https://example.com/v2/track"
+        )
+        mock_client_class.assert_called_once_with(
+            "builtin-key", telemetry_channel=mock_channel_class.return_value
+        )
+
     @patch("uipath.telemetry._track._HAS_APPINSIGHTS", False)
     def test_initialize_no_appinsights_package(self):
         """Test initialization when applicationinsights package is not available."""
@@ -103,9 +137,14 @@ def test_initialize_no_appinsights_package(self):
         assert _AppInsightsEventClient._initialized is True
         assert _AppInsightsEventClient._client is None
 
+    @patch("uipath.telemetry._track.TelemetryChannel")
+    @patch("uipath.telemetry._track.SynchronousQueue")
+    @patch("uipath.telemetry._track._DiagnosticSender")
     @patch("uipath.telemetry._track._HAS_APPINSIGHTS", True)
     @patch("uipath.telemetry._track.AppInsightsTelemetryClient")
-    def test_initialize_creates_client(self, mock_client_class):
+    def test_initialize_creates_client(
+        self, mock_client_class, mock_sender_class, mock_queue_class, mock_channel_class
+    ):
         """Test that initialization creates Application Insights client."""
         mock_client = MagicMock()
         mock_client_class.return_value = mock_client
@@ -122,11 +161,19 @@ def test_initialize_creates_client(self, mock_client_class):
 
         assert _AppInsightsEventClient._initialized is True
         assert _AppInsightsEventClient._client is mock_client
-        mock_client_class.assert_called_once_with("test-key")
+        mock_sender_class.assert_called_once_with(
+            service_endpoint_uri="https://example.com/v2/track"
+        )
+        mock_client_class.assert_called_once_with(
+            "test-key", telemetry_channel=mock_channel_class.return_value
+        )
 
+    @patch("uipath.telemetry._track._DiagnosticSender")
     @patch("uipath.telemetry._track._HAS_APPINSIGHTS", True)
     @patch("uipath.telemetry._track.AppInsightsTelemetryClient")
-    def test_initialize_invalid_connection_string(self, mock_client_class):
+    def test_initialize_invalid_connection_string(
+        self, mock_client_class, mock_sender_class
+    ):
         """Test initialization with invalid connection string."""
         with patch.dict(
             os.environ,
@@ -253,9 +300,10 @@ def test_track_event_disabled(self, mock_is_enabled):
 
             mock_track.assert_not_called()
 
+    @patch.object(_AppInsightsEventClient, "register_atexit_flush")
     @patch.object(_TelemetryClient, "_is_enabled", return_value=True)
     @patch.object(_AppInsightsEventClient, "track_event")
-    def test_track_event_enabled(self, mock_track, mock_is_enabled):
+    def test_track_event_enabled(self, mock_track, mock_is_enabled, mock_atexit):
         """Test that track_event calls AppInsightsEventClient when enabled."""
         properties = {"key": "value"}
 
@@ -263,6 +311,17 @@ def test_track_event_enabled(self, mock_track, mock_is_enabled):
 
         mock_track.assert_called_once_with("test_event", properties)
 
+    @patch.object(_AppInsightsEventClient, "register_atexit_flush")
+    @patch.object(_TelemetryClient, "_is_enabled", return_value=True)
+    @patch.object(_AppInsightsEventClient, "track_event")
+    def test_track_event_registers_atexit_handler(
+        self, mock_track, mock_is_enabled, mock_atexit
+    ):
+        """Test that track_event registers atexit flush handler."""
+        _TelemetryClient.track_event("test_event", {"key": "value"})
+
+        mock_atexit.assert_called_once()
+
 
 class TestPublicFunctions:
     """Test public telemetry functions."""
@@ -465,9 +524,14 @@ def test_flush_handles_exception(self):
         # Should not raise exception
         _AppInsightsEventClient.flush()
 
+    @patch("uipath.telemetry._track.TelemetryChannel")
+    @patch("uipath.telemetry._track.SynchronousQueue")
+    @patch("uipath.telemetry._track._DiagnosticSender")
     @patch("uipath.telemetry._track._HAS_APPINSIGHTS", True)
     @patch("uipath.telemetry._track.AppInsightsTelemetryClient")
-    def test_initialize_handles_exception(self, mock_client_class):
+    def test_initialize_handles_exception(
+        self, mock_client_class, mock_sender_class, mock_queue_class, mock_channel_class
+    ):
         """Test that initialization handles exceptions."""
         mock_client_class.side_effect = Exception("Init error")
 
diff --git a/tests/tracing/test_otel_exporters.py b/packages/uipath/tests/tracing/test_otel_exporters.py
similarity index 88%
rename from tests/tracing/test_otel_exporters.py
rename to packages/uipath/tests/tracing/test_otel_exporters.py
index 4e45f8bc9..a55fa5d60 100644
--- a/tests/tracing/test_otel_exporters.py
+++ b/packages/uipath/tests/tracing/test_otel_exporters.py
@@ -216,6 +216,50 @@ def test_get_base_url():
             assert exporter.base_url == "https://custom-trace.example.com/prefix"
 
 
+def test_internal_headers_set_when_trace_base_url_present():
+    """Test that internal tenant/account headers are set when UIPATH_TRACE_BASE_URL is configured."""
+    with patch.dict(
+        os.environ,
+        {
+            "UIPATH_TRACE_BASE_URL": "http://localhost:8888/llmops_",
+            "UIPATH_ACCESS_TOKEN": "test-token",
+            "UIPATH_TENANT_ID": "aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee",
+            "UIPATH_ORGANIZATION_ID": "11111111-2222-3333-4444-555555555555",
+        },
+        clear=True,
+    ):
+        with patch("uipath.tracing._otel_exporters.httpx.Client"):
+            exporter = LlmOpsHttpExporter()
+
+            assert (
+                exporter.headers["X-UiPath-Internal-TenantId"]
+                == "aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee"
+            )
+            assert (
+                exporter.headers["X-UiPath-Internal-AccountId"]
+                == "11111111-2222-3333-4444-555555555555"
+            )
+
+
+def test_internal_headers_not_set_without_trace_base_url():
+    """Test that internal headers are NOT set when UIPATH_TRACE_BASE_URL is absent (cloud mode)."""
+    with patch.dict(
+        os.environ,
+        {
+            "UIPATH_URL": "https://cloud.uipath.com/org/tenant",
+            "UIPATH_ACCESS_TOKEN": "test-token",
+            "UIPATH_TENANT_ID": "aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee",
+            "UIPATH_ORGANIZATION_ID": "11111111-2222-3333-4444-555555555555",
+        },
+        clear=True,
+    ):
+        with patch("uipath.tracing._otel_exporters.httpx.Client"):
+            exporter = LlmOpsHttpExporter()
+
+            assert "X-UiPath-Internal-TenantId" not in exporter.headers
+            assert "X-UiPath-Internal-AccountId" not in exporter.headers
+
+
 def test_send_with_retries_success():
     """Test _send_with_retries method with successful response."""
     with patch("uipath.tracing._otel_exporters.httpx.Client"):
@@ -554,67 +598,29 @@ def test_unknown_span_type_preserved(self):
             "SpanType": "OpenTelemetry",
         }
 
-        print("\n=== Testing UNKNOWN span type preservation ===")
-        print(f"Initial SpanType: {span_data['SpanType']}")
-        attributes_before = span_data["Attributes"]
-        assert isinstance(attributes_before, dict)
-        print(
-            f"openinference.span.kind: {attributes_before['openinference.span.kind']}"
-        )
-        print(f"Attributes type before: {type(attributes_before)}")
-
-        # Process the span
         self.exporter._process_span_attributes(span_data)
 
-        print(f"SpanType after processing: {span_data['SpanType']}")
-        print(f"Attributes type after: {type(span_data['Attributes'])}")
-
-        # Verify span is processed correctly
-        self.assertEqual(
-            span_data["SpanType"],
-            "UNKNOWN",
-            "SpanType should be mapped to UNKNOWN from openinference.span.kind",
-        )
-        self.assertIn("Attributes", span_data, "Attributes should still be present")
+        self.assertEqual(span_data["SpanType"], "UNKNOWN")
+        self.assertIn("Attributes", span_data)
 
-        # When input is dict, output stays as dict (optimized path)
         attributes = span_data["Attributes"]
         assert isinstance(attributes, dict)
-        self.assertIsInstance(
-            attributes, dict, "Attributes should remain as dict in optimized path"
-        )
 
-        # Basic attribute mapping should still work
-        self.assertIn(
-            "input",
-            attributes,
-            "input.value should be mapped to input by ATTRIBUTE_MAPPING",
-        )
-        self.assertIn(
-            "output",
-            attributes,
-            "output.value should be mapped to output by ATTRIBUTE_MAPPING",
-        )
+        self.assertIn("input", attributes)
+        self.assertIn("output", attributes)
 
-        # Verify mime types are preserved
         self.assertEqual(attributes["input.mime_type"], "application/json")
         self.assertEqual(attributes["output.mime_type"], "application/json")
 
-        # Verify parsed values
         input_val = attributes["input"]
         assert isinstance(input_val, dict)
-        self.assertIsInstance(input_val, dict, "input should be parsed from JSON")
         self.assertIn("content", input_val)
 
         output_val = attributes["output"]
         assert isinstance(output_val, dict)
-        self.assertIsInstance(output_val, dict, "output should be parsed from JSON")
         self.assertEqual(output_val["label"], "security")
         self.assertEqual(output_val["confidence"], 0.95)
 
-        print("✓ UNKNOWN span preserved and processed correctly")
-        print(f"✓ Final attributes keys: {list(attributes.keys())}")
-
     def test_json_strings_parsed_to_objects(self):
         """Test that JSON-encoded strings starting with { or [ are parsed to objects.
 
@@ -758,5 +764,51 @@ def test_upsert_span_failure_retries(self, exporter_with_mocks, mock_span):
             assert exporter_with_mocks.http_client.post.call_count == 4  # max_retries=4
 
 
+class TestNilUuidProcessKey:
+    """ProcessKey nil UUID normalization during export."""
+
+    def _export_with_process_key(self, mock_env_vars, mock_span, process_key):
+        """Export a span with the given ProcessKey and return the exported payload."""
+        mock_uipath_span = MagicMock()
+        mock_uipath_span.to_dict.return_value = {
+            "TraceId": "test-trace-id",
+            "Id": "span-id",
+            "ProcessKey": process_key,
+            "Attributes": {},
+        }
+
+        with (
+            patch("uipath.tracing._otel_exporters.httpx.Client"),
+            patch(
+                "uipath.tracing._otel_exporters._SpanUtils.otel_span_to_uipath_span",
+                return_value=mock_uipath_span,
+            ),
+        ):
+            exporter = LlmOpsHttpExporter()
+            mock_response = MagicMock()
+            mock_response.status_code = 200
+            exporter.http_client.post.return_value = mock_response  # type: ignore
+            exporter._build_url = MagicMock(return_value="http://test/api")  # type: ignore
+
+            exporter.export([mock_span])
+
+            return exporter.http_client.post.call_args.kwargs["json"][0]  # type: ignore
+
+    def test_nil_uuid_normalized_to_none(self, mock_env_vars, mock_span):
+        payload = self._export_with_process_key(
+            mock_env_vars, mock_span, "00000000-0000-0000-0000-000000000000"
+        )
+        assert payload["ProcessKey"] is None
+
+    def test_valid_uuid_preserved(self, mock_env_vars, mock_span):
+        real_key = "65965c09-87e3-4fa3-a7be-3fdb3955bd47"
+        payload = self._export_with_process_key(mock_env_vars, mock_span, real_key)
+        assert payload["ProcessKey"] == real_key
+
+    def test_none_stays_none(self, mock_env_vars, mock_span):
+        payload = self._export_with_process_key(mock_env_vars, mock_span, None)
+        assert payload["ProcessKey"] is None
+
+
 if __name__ == "__main__":
     unittest.main()
diff --git a/uv.lock b/packages/uipath/uv.lock
similarity index 99%
rename from uv.lock
rename to packages/uipath/uv.lock
index 19a37fc8e..2892e1581 100644
--- a/uv.lock
+++ b/packages/uipath/uv.lock
@@ -2368,6 +2368,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/46/2c/1462b1d0a634697ae9e55b3cecdcb64788e8b7d63f54d923fcd0bb140aed/soupsieve-2.8.3-py3-none-any.whl", hash = "sha256:ed64f2ba4eebeab06cc4962affce381647455978ffc1e36bb79a545b91f45a95", size = 37016, upload-time = "2026-01-20T04:27:01.012Z" },
 ]
 
+[[package]]
+name = "sqlparse"
+version = "0.5.5"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/90/76/437d71068094df0726366574cf3432a4ed754217b436eb7429415cf2d480/sqlparse-0.5.5.tar.gz", hash = "sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e", size = 120815, upload-time = "2025-12-19T07:17:45.073Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/49/4b/359f28a903c13438ef59ebeee215fb25da53066db67b305c125f1c6d2a25/sqlparse-0.5.5-py3-none-any.whl", hash = "sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba", size = 46138, upload-time = "2025-12-19T07:17:46.573Z" },
+]
+
 [[package]]
 name = "stevedore"
 version = "5.6.0"
@@ -2531,7 +2540,7 @@ wheels = [
 
 [[package]]
 name = "uipath"
-version = "2.8.36"
+version = "2.10.5"
 source = { editable = "." }
 dependencies = [
     { name = "applicationinsights" },
@@ -2548,9 +2557,11 @@ dependencies = [
     { name = "python-dotenv" },
     { name = "python-socketio" },
     { name = "rich" },
+    { name = "sqlparse" },
     { name = "tenacity" },
     { name = "truststore" },
     { name = "uipath-core" },
+    { name = "uipath-platform" },
     { name = "uipath-runtime" },
 ]
 
@@ -2580,6 +2591,7 @@ dev = [
     { name = "termynal" },
     { name = "tomli-w" },
     { name = "types-toml" },
+    { name = "uipath" },
     { name = "virtualenv" },
 ]
 
@@ -2599,10 +2611,12 @@ requires-dist = [
     { name = "python-dotenv", specifier = ">=1.0.1" },
     { name = "python-socketio", specifier = ">=5.15.0,<6.0.0" },
     { name = "rich", specifier = ">=14.2.0" },
+    { name = "sqlparse", specifier = ">=0.4.4" },
     { name = "tenacity", specifier = ">=9.0.0" },
     { name = "truststore", specifier = ">=0.10.1" },
-    { name = "uipath-core", specifier = ">=0.4.1,<0.5.0" },
-    { name = "uipath-runtime", specifier = ">=0.8.6,<0.9.0" },
+    { name = "uipath-core", editable = "../uipath-core" },
+    { name = "uipath-platform", editable = "../uipath-platform" },
+    { name = "uipath-runtime", specifier = ">=0.9.1,<0.10.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -2631,33 +2645,88 @@ dev = [
     { name = "termynal", specifier = ">=0.13.1" },
     { name = "tomli-w", specifier = ">=1.2.0" },
     { name = "types-toml", specifier = ">=0.10.8" },
+    { name = "uipath", editable = "." },
     { name = "virtualenv", specifier = ">=20.36.1" },
 ]
 
 [[package]]
 name = "uipath-core"
-version = "0.4.1"
-source = { registry = "https://pypi.org/simple" }
+version = "0.5.6"
+source = { editable = "../uipath-core" }
 dependencies = [
     { name = "opentelemetry-instrumentation" },
     { name = "opentelemetry-sdk" },
     { name = "pydantic" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/8b/9a/c343d4a3716b962b588f0297e458b8e61126104167f6c86583571aa7d53f/uipath_core-0.4.1.tar.gz", hash = "sha256:f4a3213ade5e1badefef99fdf80b2318a33ae9b495723962fb937160703a6e79", size = 111183, upload-time = "2026-02-16T11:53:38.857Z" }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a0/b6/703a9b715fa6adb84840ade9ecb49123fc600046c6caa7acfa4abe7682cc/uipath_core-0.4.1-py3-none-any.whl", hash = "sha256:140af50ce0c2a54124dee63c1798d2f729dbc002f739e91190588b10a13a53fd", size = 35559, upload-time = "2026-02-16T11:53:37.666Z" },
+
+[package.metadata]
+requires-dist = [
+    { name = "opentelemetry-instrumentation", specifier = ">=0.60b0,<1.0.0" },
+    { name = "opentelemetry-sdk", specifier = ">=1.39.0,<2.0.0" },
+    { name = "pydantic", specifier = ">=2.12.5,<3.0.0" },
+]
+
+[package.metadata.requires-dev]
+dev = [
+    { name = "bandit", specifier = ">=1.8.2" },
+    { name = "mypy", specifier = ">=1.14.1" },
+    { name = "pre-commit", specifier = ">=4.1.0" },
+    { name = "pytest", specifier = ">=7.4.0" },
+    { name = "pytest-asyncio", specifier = ">=1.0.0" },
+    { name = "pytest-cov", specifier = ">=4.1.0" },
+    { name = "pytest-httpx", specifier = ">=0.35.0" },
+    { name = "pytest-mock", specifier = ">=3.11.1" },
+    { name = "pytest-trio", specifier = ">=0.8.0" },
+    { name = "ruff", specifier = ">=0.9.4" },
+    { name = "rust-just", specifier = ">=1.39.0" },
+]
+
+[[package]]
+name = "uipath-platform"
+version = "0.0.11"
+source = { editable = "../uipath-platform" }
+dependencies = [
+    { name = "httpx" },
+    { name = "pydantic-function-models" },
+    { name = "tenacity" },
+    { name = "truststore" },
+    { name = "uipath-core" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "httpx", specifier = ">=0.28.1" },
+    { name = "pydantic-function-models", specifier = ">=0.1.11" },
+    { name = "tenacity", specifier = ">=9.0.0" },
+    { name = "truststore", specifier = ">=0.10.1" },
+    { name = "uipath-core", editable = "../uipath-core" },
+]
+
+[package.metadata.requires-dev]
+dev = [
+    { name = "bandit", specifier = ">=1.8.2" },
+    { name = "mypy", specifier = ">=1.19.0" },
+    { name = "pre-commit", specifier = ">=4.1.0" },
+    { name = "pytest", specifier = ">=7.4.0" },
+    { name = "pytest-asyncio", specifier = ">=1.0.0" },
+    { name = "pytest-cov", specifier = ">=4.1.0" },
+    { name = "pytest-httpx", specifier = ">=0.35.0" },
+    { name = "pytest-mock", specifier = ">=3.11.1" },
+    { name = "pytest-trio", specifier = ">=0.8.0" },
+    { name = "ruff", specifier = ">=0.9.4" },
+    { name = "rust-just", specifier = ">=1.39.0" },
 ]
 
 [[package]]
 name = "uipath-runtime"
-version = "0.8.6"
+version = "0.9.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "uipath-core" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/94/d3/b31a7ab49326a5f5174b971426c136da369277c860e548a170aa44cdae7c/uipath_runtime-0.8.6.tar.gz", hash = "sha256:24f9e6238528d29bb2355945191b48bed5d203f717bd29b4e775687d97b14ed8", size = 109413, upload-time = "2026-02-16T13:19:54.202Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/53/f5/4c3fd329f51a36b5aaf8613a2252b1c54e552e6a6928f58a9d49a71c8a08/uipath_runtime-0.9.1.tar.gz", hash = "sha256:a26e1b3767b7370d729c7149c1f5eddbcd4663ad61da3d968974837a70154c32", size = 137936, upload-time = "2026-02-23T11:57:31.568Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/2e/eb/7027c8bc302da693aa350c67b3f6d0848e1e46958d8d5e0f95f3ee266fe7/uipath_runtime-0.8.6-py3-none-any.whl", hash = "sha256:efd1ce5b778994410e3f24b3c8b16af1787b00a5ea8fb8f4a6a9eaea0c6fe202", size = 41773, upload-time = "2026-02-16T13:19:52.408Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/aa/f1a5697cde66e1ecd96e8648bc4f2e7423633ff64371cf09f9fe38652d8f/uipath_runtime-0.9.1-py3-none-any.whl", hash = "sha256:1560c7d9092cec132b68435c8ce7a6e3ec02c4e62fbcacdcf0943341bcc9250a", size = 41697, upload-time = "2026-02-23T11:57:29.026Z" },
 ]
 
 [[package]]
diff --git a/samples/asset-modifier-agent/.agent/CLI_REFERENCE.md b/samples/asset-modifier-agent/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/asset-modifier-agent/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/asset-modifier-agent/.agent/SDK_REFERENCE.md b/samples/asset-modifier-agent/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/asset-modifier-agent/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/asset-modifier-agent/entry-points.json b/samples/asset-modifier-agent/entry-points.json
deleted file mode 100644
index b3b51c13f..000000000
--- a/samples/asset-modifier-agent/entry-points.json
+++ /dev/null
@@ -1,29 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "91ef350c-3221-4cf1-a139-70f5e3021414",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "asset_name": {
-                        "type": "string"
-                    },
-                    "folder_path": {
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "asset_name",
-                    "folder_path"
-                ]
-            },
-            "output": {
-                "type": "string"
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/asset-modifier-agent/uv.lock b/samples/asset-modifier-agent/uv.lock
deleted file mode 100644
index f1dc7ea33..000000000
--- a/samples/asset-modifier-agent/uv.lock
+++ /dev/null
@@ -1,1552 +0,0 @@
-version = 1
-revision = 3
-requires-python = ">=3.11"
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.6.1"
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-sdist = { url = "https://files.pythonhosted.org/packages/26/30/f84a107a9c4331c14b2b586036f40965c128aa4fee4dda5d3d51cb14ad54/aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558", size = 22760, upload-time = "2025-03-12T01:42:48.764Z" }
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-]
-
-[[package]]
-name = "aiohttp"
-version = "3.13.2"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "aiohappyeyeballs" },
-    { name = "aiosignal" },
-    { name = "attrs" },
-    { name = "frozenlist" },
-    { name = "multidict" },
-    { name = "propcache" },
-    { name = "yarl" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/1c/ce/3b83ebba6b3207a7135e5fcaba49706f8a4b6008153b4e30540c982fae26/aiohttp-3.13.2.tar.gz", hash = "sha256:40176a52c186aefef6eb3cad2cdd30cd06e3afbe88fe8ab2af9c0b90f228daca", size = 7837994, upload-time = "2025-10-28T20:59:39.937Z" }
-wheels = [
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diff --git a/samples/calculator/.agent/CLI_REFERENCE.md b/samples/calculator/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/calculator/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/calculator/.agent/REQUIRED_STRUCTURE.md b/samples/calculator/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/calculator/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/calculator/.agent/SDK_REFERENCE.md b/samples/calculator/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/calculator/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/calculator/AGENTS.md b/samples/calculator/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/calculator/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/calculator/CLAUDE.md b/samples/calculator/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/calculator/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/calculator/entry-points.json b/samples/calculator/entry-points.json
deleted file mode 100644
index a3182be25..000000000
--- a/samples/calculator/entry-points.json
+++ /dev/null
@@ -1,48 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "2137b503-2c5c-49f0-a45b-a1fa4bb45771",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "a": {
-                        "type": "number"
-                    },
-                    "b": {
-                        "type": "number"
-                    },
-                    "operator": {
-                        "type": "string",
-                        "enum": [
-                            "+",
-                            "-",
-                            "*",
-                            "/",
-                            "random"
-                        ]
-                    }
-                },
-                "required": [
-                    "a",
-                    "b",
-                    "operator"
-                ]
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "result": {
-                        "type": "number"
-                    }
-                },
-                "required": [
-                    "result"
-                ]
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/calculator/uv.lock b/samples/calculator/uv.lock
deleted file mode 100644
index 764578da6..000000000
--- a/samples/calculator/uv.lock
+++ /dev/null
@@ -1,1552 +0,0 @@
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diff --git a/samples/csv-processor/.agent/CLI_REFERENCE.md b/samples/csv-processor/.agent/CLI_REFERENCE.md
deleted file mode 100644
index f2d6671b6..000000000
--- a/samples/csv-processor/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,566 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-        model_settings_id: Model settings ID to override agent settings
-        trace_file: File path where traces will be written in JSONL format
-        max_llm_concurrency: Maximum concurrent LLM requests
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-| `--model-settings-id` | value | `"default"` | Model settings ID from evaluation set to override agent settings (default: 'default') |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where traces will be written in JSONL format |
-| `--max-llm-concurrency` | value | `20` | Maximum concurrent LLM requests (default: 20) |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/csv-processor/.agent/REQUIRED_STRUCTURE.md b/samples/csv-processor/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/csv-processor/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/csv-processor/.agent/SDK_REFERENCE.md b/samples/csv-processor/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 83739398b..000000000
--- a/samples/csv-processor/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,643 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Get the BlobFileAccess information for an attachment.
-sdk.attachments.get_blob_file_access_uri(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Get the BlobFileAccess information for an attachment asynchronously.
-sdk.attachments.get_blob_file_access_uri_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Open an attachment.
-sdk.attachments.open(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.Iterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Open an attachment asynchronously.
-sdk.attachments.open_async(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.AsyncIterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Asynchronously downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result_async(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Asynchronously retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Asynchronously retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform(name: str, index_name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_async(name: str, index_name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag(name: str, index_name: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])], prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_async(name: str, index_name: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])], prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Retrieve the result of an IXP extraction operation (single-shot, non-blocking).
-sdk.documents.retrieve_ixp_extraction_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Asynchronous version of the [`retrieve_ixp_extraction_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_result] method.
-sdk.documents.retrieve_ixp_extraction_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Start an IXP extraction process without waiting for results (non-blocking).
-sdk.documents.start_ixp_extraction(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-# Asynchronous version of the [`start_ixp_extraction`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction] method.
-sdk.documents.start_ixp_extraction_async(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Asynchronously retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace_async() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Guardrails
-
-Guardrails service
-
-```python
-# Validate input text using the provided guardrail.
-sdk.guardrails.evaluate_guardrail(input_data: str | dict[str, Any], guardrail: uipath.platform.guardrails.guardrails.BuiltInValidatorGuardrail) -> uipath.core.guardrails.guardrails.GuardrailValidationResult
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Check if job exists.
-sdk.jobs.exists(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.jobs.exists_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List jobs using OData API with offset-based pagination.
-sdk.jobs.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# Async version of list() with offset-based pagination.
-sdk.jobs.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Restart a completed or failed job.
-sdk.jobs.restart(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Async version of restart().
-sdk.jobs.restart_async(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Stop one or more jobs with specified strategy.
-sdk.jobs.stop(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of stop().
-sdk.jobs.stop_async(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: list[dict[str, str]] | list[tuple[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: float | None=1, top_k: int | None=None, tools: list[uipath.platform.chat.llm_gateway.ToolDefinition] | None=None, tool_choice: Union[uipath.platform.chat.llm_gateway.AutoToolChoice, uipath.platform.chat.llm_gateway.RequiredToolChoice, uipath.platform.chat.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: list[dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/csv-processor/AGENTS.md b/samples/csv-processor/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/csv-processor/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/csv-processor/CLAUDE.md b/samples/csv-processor/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/csv-processor/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/csv-processor/entry-points.json b/samples/csv-processor/entry-points.json
deleted file mode 100644
index b16957f09..000000000
--- a/samples/csv-processor/entry-points.json
+++ /dev/null
@@ -1,62 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "c700a126-f137-4002-9937-413a3fe84dd0",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "attachment": {
-                        "$ref": "#/definitions/job-attachment"
-                    }
-                },
-                "required": [
-                    "attachment"
-                ],
-                "title": "Input",
-                "definitions": {
-                    "job-attachment": {
-                        "type": "object",
-                        "required": [
-                            "ID"
-                        ],
-                        "x-uipath-resource-kind": "JobAttachment",
-                        "properties": {
-                            "ID": {
-                                "type": "string"
-                            },
-                            "FullName": {
-                                "type": "string"
-                            },
-                            "MimeType": {
-                                "type": "string"
-                            },
-                            "Metadata": {
-                                "type": "object",
-                                "additionalProperties": {
-                                    "type": "string"
-                                }
-                            }
-                        }
-                    }
-                }
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "processing_output": {
-                        "title": "Processing Output",
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "processing_output"
-                ],
-                "title": "Output"
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/csv-processor/uv.lock b/samples/csv-processor/uv.lock
deleted file mode 100644
index ff605fd1b..000000000
--- a/samples/csv-processor/uv.lock
+++ /dev/null
@@ -1,1744 +0,0 @@
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diff --git a/samples/document-understanding-agent/.agent/CLI_REFERENCE.md b/samples/document-understanding-agent/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/document-understanding-agent/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/document-understanding-agent/.agent/REQUIRED_STRUCTURE.md b/samples/document-understanding-agent/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/document-understanding-agent/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/document-understanding-agent/.agent/SDK_REFERENCE.md b/samples/document-understanding-agent/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 9e0811cd2..000000000
--- a/samples/document-understanding-agent/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,565 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Open an attachment.
-sdk.attachments.open(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.Iterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Open an attachment asynchronously.
-sdk.attachments.open_async(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.AsyncIterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Guardrails
-
-Guardrails service
-
-```python
-# Validate input text using the provided guardrail.
-sdk.guardrails.evaluate_guardrail(input_data: str | dict[str, Any], guardrail: Annotated[Union[uipath.platform.guardrails.guardrails.CustomGuardrail, uipath.platform.guardrails.guardrails.BuiltInValidatorGuardrail], FieldInfo(annotation=NoneType, required=True, discriminator='guardrail_type')]) -> uipath.platform.guardrails.guardrails.GuardrailValidationResult
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: list[dict[str, str]] | list[tuple[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: float | None=1, top_k: int | None=None, tools: list[uipath.platform.llm_gateway.llm_gateway.ToolDefinition] | None=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: list[dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/document-understanding-agent/AGENTS.md b/samples/document-understanding-agent/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/document-understanding-agent/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/document-understanding-agent/CLAUDE.md b/samples/document-understanding-agent/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/document-understanding-agent/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/document-understanding-agent/entry-points.json b/samples/document-understanding-agent/entry-points.json
deleted file mode 100644
index 3748de53a..000000000
--- a/samples/document-understanding-agent/entry-points.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
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-    "$id": "entry-points.json",
-    "entryPoints": []
-}
\ No newline at end of file
diff --git a/samples/document-understanding-agent/uv.lock b/samples/document-understanding-agent/uv.lock
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index 211d119d5..000000000
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diff --git a/samples/event-trigger/.agent/CLI_REFERENCE.md b/samples/event-trigger/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/event-trigger/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/event-trigger/.agent/REQUIRED_STRUCTURE.md b/samples/event-trigger/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/event-trigger/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/event-trigger/.agent/SDK_REFERENCE.md b/samples/event-trigger/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/event-trigger/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/event-trigger/AGENTS.md b/samples/event-trigger/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/event-trigger/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/event-trigger/CLAUDE.md b/samples/event-trigger/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/event-trigger/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/event-trigger/entry-points.json b/samples/event-trigger/entry-points.json
deleted file mode 100644
index 735b51f41..000000000
--- a/samples/event-trigger/entry-points.json
+++ /dev/null
@@ -1,43 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "5e994161-0809-455d-8d67-e13e4db0be85",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "UiPathEventConnector": {
-                        "type": "string"
-                    },
-                    "UiPathEvent": {
-                        "type": "string"
-                    },
-                    "UiPathEventObjectType": {
-                        "type": "string"
-                    },
-                    "UiPathEventObjectId": {
-                        "type": "string"
-                    },
-                    "UiPathAdditionalEventData": {
-                        "type": "string"
-                    }
-                },
-                "required": []
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "message": {
-                        "type": "object"
-                    }
-                },
-                "required": [
-                    "message"
-                ]
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/event-trigger/uv.lock b/samples/event-trigger/uv.lock
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diff --git a/samples/google-ADK-agent/.agent/CLI_REFERENCE.md b/samples/google-ADK-agent/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/google-ADK-agent/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/google-ADK-agent/.agent/REQUIRED_STRUCTURE.md b/samples/google-ADK-agent/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/google-ADK-agent/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/google-ADK-agent/.agent/SDK_REFERENCE.md b/samples/google-ADK-agent/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/google-ADK-agent/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/google-ADK-agent/.env.example b/samples/google-ADK-agent/.env.example
deleted file mode 100644
index 326450f5b..000000000
--- a/samples/google-ADK-agent/.env.example
+++ /dev/null
@@ -1,2 +0,0 @@
-GOOGLE_GENAI_USE_VERTEXAI=FALSE
-GOOGLE_API_KEY=YOUR_GOOGLE_API_KEY_HERE
diff --git a/samples/google-ADK-agent/AGENTS.md b/samples/google-ADK-agent/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/google-ADK-agent/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/google-ADK-agent/CLAUDE.md b/samples/google-ADK-agent/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/google-ADK-agent/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/google-ADK-agent/README.md b/samples/google-ADK-agent/README.md
deleted file mode 100644
index 941f937a1..000000000
--- a/samples/google-ADK-agent/README.md
+++ /dev/null
@@ -1,110 +0,0 @@
-# UiPath Google ADK Agent
-
-## Overview
-
-This project showcases how to run Google's Agent Development Kit (ADK) agents on the UiPath Platform using the UiPath SDK. The implementation follows the [Google ADK Quickstart](https://google.github.io/adk-docs/get-started/quickstart/#agentpy) guide, demonstrating the ability to deploy and execute ADK agents within the UiPath ecosystem.
-
-## Features
-
-- Integration with Google's Gemini model
-- Seamless deployment to UiPath Platform
-
-## Prerequisites
-
-1. Python 3.11+
-2. Google AI Studio API key
-3. UiPath Platform account
-
-## Setup and Configuration
-
-1. **Create and activate a virtual environment**:
-   ```bash
-   pip install uv
-   uv venv
-   # Windows
-   .venv\Scripts\activate
-   # Unix/MacOS
-   source .venv/bin/activate
-   ```
-
-2. **Install dependencies**:
-   ```bash
-   uv sync
-   ```
-
-3. **Initialize UiPath configuration**:
-   ```bash
-   uipath init
-   ```
-   This command will create (or update):
-   - `uipath.json`: Contains input/output schemas and bindings
-   - `.env`: Template for environment variables
-
-   For more details about the init command, see the [CLI Reference documentation](https://uipath.github.io/uipath-python/cli/#init).
-
-4. **Configure environment variables**:
-   Update the `.env` file with:
-   ```
-   GOOGLE_GENAI_USE_VERTEXAI=FALSE
-   GOOGLE_API_KEY=YOUR_API_KEY_HERE
-   ```
-
-## Deployment to UiPath Platform
-
-1. **Authenticate with UiPath**:
-   ```bash
-   uipath auth
-   ```
-
-2. **Package the agent**:
-   ```bash
-   uipath pack
-   ```
-
-3. **Publish to your workspace**:
-   ```bash
-   uipath publish --my-workspace
-   ```
-
-## Running the Agent
-
-### On UiPath Platform
-
-1. **Using CLI**:
-   ```bash
-   uipath invoke agent --file input.json
-   ```
-
-2. **From Orchestrator**:
-   - Navigate to Processes
-   - Find your published agent
-   - Click Run
-   - Provide input parameters
-
-### Local Development
-
-For local testing and development:
-```bash
-uipath run agent --file input.json
-# Debug mode
-uipath run agent --file input.json --debug
-```
-
-## Example Query and Output
-
-Query:
-```
-"What time is it in New York, and what's the weather like?"
-```
-
-When running on the UiPath Platform, you'll see the output in the job details:
-
-![Agent Output in UiPath Platform](../../docs/sample_images/google-ADK-agent/agent-output.png)
-
-## Notes
-
-- The agent uses Google's Gemini model for natural language processing
-- All agent interactions are logged and can be monitored through UiPath's tracing capabilities
-- The agent can be extended with additional tools and capabilities
-
-For more information about Google ADK, visit the [official documentation](https://google.github.io/adk-docs/).
diff --git a/samples/google-ADK-agent/entry-points.json b/samples/google-ADK-agent/entry-points.json
deleted file mode 100644
index a873c4b9c..000000000
--- a/samples/google-ADK-agent/entry-points.json
+++ /dev/null
@@ -1,25 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "c574b0c9-08f3-4ffe-8acf-6983bdf9252b",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "query": {
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "query"
-                ]
-            },
-            "output": {
-                "type": "string"
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/google-ADK-agent/input.json b/samples/google-ADK-agent/input.json
deleted file mode 100644
index 9e67919bc..000000000
--- a/samples/google-ADK-agent/input.json
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-  "query": "What time is it in New York, and what's the weather like?"
-}
diff --git a/samples/google-ADK-agent/multi_tool_agent/__init__.py b/samples/google-ADK-agent/multi_tool_agent/__init__.py
deleted file mode 100644
index 02c597e11..000000000
--- a/samples/google-ADK-agent/multi_tool_agent/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-from . import agent
diff --git a/samples/google-ADK-agent/multi_tool_agent/agent.py b/samples/google-ADK-agent/multi_tool_agent/agent.py
deleted file mode 100644
index bcebde62e..000000000
--- a/samples/google-ADK-agent/multi_tool_agent/agent.py
+++ /dev/null
@@ -1,123 +0,0 @@
-import dataclasses
-import datetime
-from zoneinfo import ZoneInfo
-
-from google.adk.agents import Agent
-from google.adk.runners import Runner
-from google.adk.sessions import InMemorySessionService
-from google.genai.types import Content, Part
-
-
-def get_weather(city: str) -> dict[str, str]:
-    """Retrieves the current weather report for a specified city.
-
-    Args:
-        city (str): The name of the city for which to retrieve the weather report.
-
-    Returns:
-        Dict[str, str]: Dictionary containing status and result or error message.
-    """
-    if city.lower() == "new york":
-        return {
-            "status": "success",
-            "report": (
-                "The weather in New York is sunny with a temperature of 25 degrees"
-                " Celsius (77 degrees Fahrenheit)."
-            ),
-        }
-    else:
-        return {
-            "status": "error",
-            "error_message": f"Weather information for '{city}' is not available.",
-        }
-
-
-def get_current_time(city: str) -> dict[str, str]:
-    """Returns the current time in a specified city.
-
-    Args:
-        city (str): The name of the city for which to retrieve the current time.
-
-    Returns:
-        Dict[str, str]: Dictionary containing status and result or error message.
-    """
-    if city.lower() == "new york":
-        tz_identifier = "America/New_York"
-    else:
-        return {
-            "status": "error",
-            "error_message": (f"Sorry, I don't have timezone information for {city}."),
-        }
-
-    tz = ZoneInfo(tz_identifier)
-    now = datetime.datetime.now(tz)
-    report = f"The current time in {city} is {now.strftime('%Y-%m-%d %H:%M:%S %Z%z')}"
-    return {"status": "success", "report": report}
-
-
-root_agent = Agent(
-    name="weather_time_agent",
-    model="gemini-1.5-flash",
-    description=("Agent to answer questions about the time and weather in a city."),
-    instruction=(
-        "You are a helpful agent who can answer user questions about the time and weather in a city."
-    ),
-    tools=[get_weather, get_current_time],
-)
-
-
-@dataclasses.dataclass
-class AgentInput:
-    """Input data structure for the agent.
-
-    Attributes:
-        query (str): The user's query string.
-    """
-
-    query: str
-
-
-def configure_ssl_context() -> None:
-    """Configure SSL context with proper certificate paths."""
-    import os
-    import ssl
-
-    default_paths = ssl.get_default_verify_paths()
-    if default_paths.cafile:
-        os.environ["SSL_CERT_FILE"] = default_paths.cafile
-    if not os.getenv("SSL_CERT_DIR", None):
-        os.environ["SSL_CERT_DIR"] = default_paths.capath or "/etc/ssl/certs"
-
-
-async def main(input: AgentInput) -> str:
-    """Main entry point for the agent.
-
-    Args:
-        input (AgentInput): The input containing the user's query.
-
-    Returns:
-        str: The agent's response to the query.
-    """
-    user_id = "test_user"
-    session_service = InMemorySessionService()
-    session = await session_service.create_session(
-        app_name="multi-tool-agent", user_id=user_id
-    )
-    configure_ssl_context()
-
-    runner = Runner(
-        app_name=session.app_name,
-        agent=root_agent,
-        session_service=session_service,
-    )
-    content = Content(parts=[Part(text=input.query)], role="user")
-    output = ""
-    async for event in runner.run_async(
-        new_message=content,
-        user_id=user_id,
-        session_id=session.id,
-    ):
-        if event.content and event.content.parts:
-            if text := "".join(part.text or "" for part in event.content.parts):
-                output = text
-    return output
diff --git a/samples/google-ADK-agent/pyproject.toml b/samples/google-ADK-agent/pyproject.toml
deleted file mode 100644
index 1657d607d..000000000
--- a/samples/google-ADK-agent/pyproject.toml
+++ /dev/null
@@ -1,16 +0,0 @@
-[project]
-name = "google-adk-agent"
-version = "0.0.1"
-description = "UiPath - Google ADK agent"
-authors = [{ name = "John Doe" }]
-readme = "README.md"
-requires-python = ">=3.11"
-dependencies = [
-    "google-adk>=1.4.2",
-    "uipath>=2.4.0, <2.5.0",
-]
-
-[dependency-groups]
-dev = [
-    "uipath-dev>=0.0.15",
-]
diff --git a/samples/google-ADK-agent/uipath.json b/samples/google-ADK-agent/uipath.json
deleted file mode 100644
index 129723d16..000000000
--- a/samples/google-ADK-agent/uipath.json
+++ /dev/null
@@ -1,5 +0,0 @@
-{
-  "functions": {
-    "agent": "multi_tool_agent/agent.py:main"
-  }
-}
diff --git a/samples/google-ADK-agent/uv.lock b/samples/google-ADK-agent/uv.lock
deleted file mode 100644
index c3217c1cb..000000000
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diff --git a/samples/hello-world/.agent/CLI_REFERENCE.md b/samples/hello-world/.agent/CLI_REFERENCE.md
deleted file mode 100644
index 16bf3251c..000000000
--- a/samples/hello-world/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,562 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-        model_settings_id: Model settings ID to override agent settings
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-| `--model-settings-id` | value | `"default"` | Model settings ID from evaluation set to override agent settings (default: 'default') |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/hello-world/.agent/REQUIRED_STRUCTURE.md b/samples/hello-world/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/hello-world/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/hello-world/.agent/SDK_REFERENCE.md b/samples/hello-world/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 558f7d8b2..000000000
--- a/samples/hello-world/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,643 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Get the BlobFileAccess information for an attachment.
-sdk.attachments.get_blob_file_access_uri(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Get the BlobFileAccess information for an attachment asynchronously.
-sdk.attachments.get_blob_file_access_uri_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Open an attachment.
-sdk.attachments.open(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.Iterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Open an attachment asynchronously.
-sdk.attachments.open_async(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.AsyncIterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Asynchronously downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result_async(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Asynchronously retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Asynchronously retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform(name: str, index_name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_async(name: str, index_name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag(name: str, index_name: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])], prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_async(name: str, index_name: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])], prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Retrieve the result of an IXP extraction operation (single-shot, non-blocking).
-sdk.documents.retrieve_ixp_extraction_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Asynchronous version of the [`retrieve_ixp_extraction_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_result] method.
-sdk.documents.retrieve_ixp_extraction_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Start an IXP extraction process without waiting for results (non-blocking).
-sdk.documents.start_ixp_extraction(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-# Asynchronous version of the [`start_ixp_extraction`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction] method.
-sdk.documents.start_ixp_extraction_async(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Asynchronously retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace_async() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Guardrails
-
-Guardrails service
-
-```python
-# Validate input text using the provided guardrail.
-sdk.guardrails.evaluate_guardrail(input_data: str | dict[str, Any], guardrail: uipath.platform.guardrails.guardrails.BuiltInValidatorGuardrail) -> uipath.core.guardrails.guardrails.GuardrailValidationResult
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Check if job exists.
-sdk.jobs.exists(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.jobs.exists_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List jobs using OData API with offset-based pagination.
-sdk.jobs.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# Async version of list() with offset-based pagination.
-sdk.jobs.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Restart a completed or failed job.
-sdk.jobs.restart(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Async version of restart().
-sdk.jobs.restart_async(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Stop one or more jobs with specified strategy.
-sdk.jobs.stop(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of stop().
-sdk.jobs.stop_async(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: list[dict[str, str]] | list[tuple[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: float | None=1, top_k: int | None=None, tools: list[uipath.platform.chat.llm_gateway.ToolDefinition] | None=None, tool_choice: Union[uipath.platform.chat.llm_gateway.AutoToolChoice, uipath.platform.chat.llm_gateway.RequiredToolChoice, uipath.platform.chat.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: list[dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/hello-world/AGENTS.md b/samples/hello-world/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/hello-world/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/hello-world/CLAUDE.md b/samples/hello-world/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/hello-world/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/hello-world/uv.lock b/samples/hello-world/uv.lock
deleted file mode 100644
index 6b78f9e2c..000000000
--- a/samples/hello-world/uv.lock
+++ /dev/null
@@ -1,1576 +0,0 @@
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diff --git a/samples/list-mcp-agent/.agent/CLI_REFERENCE.md b/samples/list-mcp-agent/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/list-mcp-agent/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/list-mcp-agent/.agent/REQUIRED_STRUCTURE.md b/samples/list-mcp-agent/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/list-mcp-agent/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/list-mcp-agent/.agent/SDK_REFERENCE.md b/samples/list-mcp-agent/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/list-mcp-agent/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/list-mcp-agent/AGENTS.md b/samples/list-mcp-agent/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/list-mcp-agent/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/list-mcp-agent/CLAUDE.md b/samples/list-mcp-agent/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/list-mcp-agent/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/list-mcp-agent/entry-points.json b/samples/list-mcp-agent/entry-points.json
deleted file mode 100644
index ddedeeead..000000000
--- a/samples/list-mcp-agent/entry-points.json
+++ /dev/null
@@ -1,33 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "74019482-c9d2-451b-8b9d-11fe671aab0a",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "server_name": {
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "server_name"
-                ]
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "message": {
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "message"
-                ]
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/list-mcp-agent/uv.lock b/samples/list-mcp-agent/uv.lock
deleted file mode 100644
index 1f43386c5..000000000
--- a/samples/list-mcp-agent/uv.lock
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diff --git a/samples/llm_chat_agent/.agent/CLI_REFERENCE.md b/samples/llm_chat_agent/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/llm_chat_agent/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/llm_chat_agent/.agent/REQUIRED_STRUCTURE.md b/samples/llm_chat_agent/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/llm_chat_agent/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/llm_chat_agent/.agent/SDK_REFERENCE.md b/samples/llm_chat_agent/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/llm_chat_agent/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/llm_chat_agent/AGENTS.md b/samples/llm_chat_agent/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/llm_chat_agent/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/llm_chat_agent/CLAUDE.md b/samples/llm_chat_agent/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/llm_chat_agent/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/llm_chat_agent/entry-points.json b/samples/llm_chat_agent/entry-points.json
deleted file mode 100644
index 0a57b3404..000000000
--- a/samples/llm_chat_agent/entry-points.json
+++ /dev/null
@@ -1,42 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "agent",
-            "uniqueId": "026d596f-05f3-4c17-976e-a08d737643e1",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "query": {
-                        "type": "string"
-                    },
-                    "use_tools": {
-                        "type": "boolean"
-                    }
-                },
-                "required": [
-                    "query"
-                ]
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "response": {
-                        "type": "string"
-                    },
-                    "tool_calls_made": {
-                        "type": "array",
-                        "items": {
-                            "type": "string"
-                        }
-                    }
-                },
-                "required": [
-                    "response"
-                ]
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/llm_chat_agent/uv.lock b/samples/llm_chat_agent/uv.lock
deleted file mode 100644
index f53330e53..000000000
--- a/samples/llm_chat_agent/uv.lock
+++ /dev/null
@@ -1,1552 +0,0 @@
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diff --git a/samples/pizza-order-function/.agent/REQUIRED_STRUCTURE.md b/samples/pizza-order-function/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/pizza-order-function/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/pizza-order-function/.agent/SDK_REFERENCE.md b/samples/pizza-order-function/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 82bbb69e2..000000000
--- a/samples/pizza-order-function/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,698 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Agenthub
-
-Agenthub service
-
-```python
-# Fetch available models from LLM Gateway discovery endpoint.
-sdk.agenthub.get_available_llm_models(headers: dict[str, Any] | None=None) -> list[uipath.platform.agenthub.agenthub.LlmModel]
-
-# Asynchronously fetch available models from LLM Gateway discovery endpoint.
-sdk.agenthub.get_available_llm_models_async(headers: dict[str, Any] | None=None) -> list[uipath.platform.agenthub.agenthub.LlmModel]
-
-# Start a system agent job.
-sdk.agenthub.invoke_system_agent(agent_name: str, entrypoint: str, input_arguments: dict[str, Any] | None=None, folder_key: str | None=None, folder_path: str | None=None, headers: dict[str, Any] | None=None) -> str
-
-# Asynchronously start a system agent and return the job.
-sdk.agenthub.invoke_system_agent_async(agent_name: str, entrypoint: str, input_arguments: dict[str, Any] | None=None, folder_key: str | None=None, folder_path: str | None=None, headers: dict[str, Any] | None=None) -> str
-
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# List assets using OData API with offset-based pagination.
-sdk.assets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.assets.Asset]
-
-# Asynchronously list assets using OData API with offset-based pagination.
-sdk.assets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.assets.Asset]
-
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Get the BlobFileAccess information for an attachment.
-sdk.attachments.get_blob_file_access_uri(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Get the BlobFileAccess information for an attachment asynchronously.
-sdk.attachments.get_blob_file_access_uri_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Open an attachment.
-sdk.attachments.open(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.Iterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Open an attachment asynchronously.
-sdk.attachments.open_async(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.AsyncIterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new ephemeral context grounding index.
-sdk.context_grounding.create_ephemeral_index(usage: <enum 'EphemeralIndexUsage, attachments: list[str]) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new ephemeral context grounding index.
-sdk.context_grounding.create_ephemeral_index_async(usage: <enum 'EphemeralIndexUsage, attachments: list[str]) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Asynchronously downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result_async(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Asynchronously retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Asynchronously retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, target_file_name: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_name: str | None=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, target_file_name: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_name: str | None=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_ephemeral(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_ephemeral_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_name: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_name: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_ephemeral(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_ephemeral_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(classification_results: List[uipath.platform.documents.documents.ClassificationResult], action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(classification_results: List[uipath.platform.documents.documents.ClassificationResult], action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(extraction_response: uipath.platform.documents.documents.ExtractionResponse, action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(extraction_response: uipath.platform.documents.documents.ExtractionResponse, action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Retrieve the result of an IXP extraction operation (single-shot, non-blocking).
-sdk.documents.retrieve_ixp_extraction_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Asynchronous version of the [`retrieve_ixp_extraction_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_result] method.
-sdk.documents.retrieve_ixp_extraction_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Retrieve the result of an IXP create validate extraction action operation (single-shot, non-blocking).
-sdk.documents.retrieve_ixp_extraction_validation_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`retrieve_ixp_extraction_validation_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_validation_result] method.
-sdk.documents.retrieve_ixp_extraction_validation_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Start an IXP extraction process without waiting for results (non-blocking).
-sdk.documents.start_ixp_extraction(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-# Asynchronous version of the [`start_ixp_extraction`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction] method.
-sdk.documents.start_ixp_extraction_async(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-# Start an IXP extraction validation action without waiting for results (non-blocking).
-sdk.documents.start_ixp_extraction_validation(extraction_response: uipath.platform.documents.documents.ExtractionResponseIXP, action_title: str, action_catalog: Optional[str]=None, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionValidationResponse
-
-# Asynchronous version of the [`start_ixp_extraction_validation`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction_validation] method.
-sdk.documents.start_ixp_extraction_validation_async(extraction_response: uipath.platform.documents.documents.ExtractionResponseIXP, action_title: str, action_catalog: Optional[str]=None, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionValidationResponse
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Asynchronously retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace_async() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Guardrails
-
-Guardrails service
-
-```python
-# Validate input text using the provided guardrail.
-sdk.guardrails.evaluate_guardrail(input_data: str | dict[str, Any], guardrail: uipath.platform.guardrails.guardrails.BuiltInValidatorGuardrail) -> uipath.core.guardrails.guardrails.GuardrailValidationResult
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Check if job exists.
-sdk.jobs.exists(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.jobs.exists_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List jobs using OData API with offset-based pagination.
-sdk.jobs.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# Async version of list() with offset-based pagination.
-sdk.jobs.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Restart a completed or failed job.
-sdk.jobs.restart(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Async version of restart().
-sdk.jobs.restart_async(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Stop one or more jobs with specified strategy.
-sdk.jobs.stop(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of stop().
-sdk.jobs.stop_async(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: list[dict[str, str]] | list[tuple[str, str]], model: str="gpt-4.1-mini-2025-04-14", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: float | None=1, top_k: int | None=None, tools: list[uipath.platform.chat.llm_gateway.ToolDefinition] | None=None, tool_choice: Union[uipath.platform.chat.llm_gateway.AutoToolChoice, uipath.platform.chat.llm_gateway.RequiredToolChoice, uipath.platform.chat.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: list[dict[str, str]], model: str="gpt-4.1-mini-2025-04-14", max_tokens: int=4096, temperature: float=0, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, attachments: Optional[list[uipath.platform.attachments.attachments.Attachment]]=None, **kwargs) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, attachments: Optional[list[uipath.platform.attachments.attachments.Attachment]]=None, **kwargs) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None, recipient: Optional[uipath.platform.action_center.tasks.TaskRecipient]=None, priority: Optional[str]=None, labels: Optional[List[str]]=None, is_actionable_message_enabled: Optional[bool]=None, actionable_message_metadata: Optional[Dict[str, Any]]=None, source_name: str="Agent") -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None, recipient: Optional[uipath.platform.action_center.tasks.TaskRecipient]=None, priority: Optional[str]=None, labels: Optional[List[str]]=None, is_actionable_message_enabled: Optional[bool]=None, actionable_message_metadata: Optional[Dict[str, Any]]=None, source_name: str="Agent") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/pizza-order-function/AGENTS.md b/samples/pizza-order-function/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/pizza-order-function/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/pizza-order-function/CLAUDE.md b/samples/pizza-order-function/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/pizza-order-function/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/pizza-order-function/entry-points.json b/samples/pizza-order-function/entry-points.json
deleted file mode 100644
index 81391897d..000000000
--- a/samples/pizza-order-function/entry-points.json
+++ /dev/null
@@ -1,232 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "f819caf9-a48a-43fb-9912-f37d56aab48f",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "size": {
-                        "type": "string",
-                        "enum": [
-                            "small",
-                            "medium",
-                            "large"
-                        ]
-                    },
-                    "crust": {
-                        "type": "string",
-                        "enum": [
-                            "thin",
-                            "thick",
-                            "stuffed"
-                        ]
-                    },
-                    "toppings": {
-                        "type": "array",
-                        "items": {
-                            "type": "string"
-                        }
-                    },
-                    "quantity": {
-                        "type": "integer"
-                    },
-                    "customer_name": {
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "size",
-                    "crust",
-                    "toppings",
-                    "quantity",
-                    "customer_name"
-                ]
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "order_id": {
-                        "type": "string"
-                    },
-                    "price": {
-                        "type": "object",
-                        "properties": {
-                            "base_price": {
-                                "type": "number"
-                            },
-                            "topping_surcharge": {
-                                "type": "number"
-                            },
-                            "crust_surcharge": {
-                                "type": "number"
-                            },
-                            "discount": {
-                                "type": "number"
-                            },
-                            "total": {
-                                "type": "number"
-                            }
-                        },
-                        "required": [
-                            "base_price",
-                            "topping_surcharge",
-                            "crust_surcharge",
-                            "discount",
-                            "total"
-                        ]
-                    },
-                    "estimated_minutes": {
-                        "type": "integer"
-                    },
-                    "message": {
-                        "type": "string"
-                    }
-                },
-                "required": [
-                    "order_id",
-                    "price",
-                    "estimated_minutes",
-                    "message"
-                ]
-            },
-            "graph": {
-                "nodes": [
-                    {
-                        "id": "main.py:138",
-                        "name": "main",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:98",
-                        "name": "compute_price",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:64",
-                        "name": "calculate_base_price",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:59",
-                        "name": "log_step",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:71",
-                        "name": "calculate_topping_surcharge",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:79",
-                        "name": "calculate_crust_surcharge",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:86",
-                        "name": "apply_discount",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:114",
-                        "name": "estimate_prep_time",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:127",
-                        "name": "format_confirmation",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:53",
-                        "name": "generate_order_id",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    }
-                ],
-                "edges": [
-                    {
-                        "source": "main.py:64",
-                        "target": "main.py:59"
-                    },
-                    {
-                        "source": "main.py:98",
-                        "target": "main.py:64"
-                    },
-                    {
-                        "source": "main.py:71",
-                        "target": "main.py:59"
-                    },
-                    {
-                        "source": "main.py:98",
-                        "target": "main.py:71"
-                    },
-                    {
-                        "source": "main.py:79",
-                        "target": "main.py:59"
-                    },
-                    {
-                        "source": "main.py:98",
-                        "target": "main.py:79"
-                    },
-                    {
-                        "source": "main.py:86",
-                        "target": "main.py:59"
-                    },
-                    {
-                        "source": "main.py:98",
-                        "target": "main.py:86"
-                    },
-                    {
-                        "source": "main.py:138",
-                        "target": "main.py:98"
-                    },
-                    {
-                        "source": "main.py:138",
-                        "target": "main.py:114"
-                    },
-                    {
-                        "source": "main.py:138",
-                        "target": "main.py:127"
-                    },
-                    {
-                        "source": "main.py:138",
-                        "target": "main.py:53"
-                    }
-                ]
-            }
-        }
-    ]
-}
\ No newline at end of file
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diff --git a/samples/queue-interactions/.agent/CLI_REFERENCE.md b/samples/queue-interactions/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/queue-interactions/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/queue-interactions/.agent/REQUIRED_STRUCTURE.md b/samples/queue-interactions/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/queue-interactions/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/queue-interactions/.agent/SDK_REFERENCE.md b/samples/queue-interactions/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/queue-interactions/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/queue-interactions/AGENTS.md b/samples/queue-interactions/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/queue-interactions/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/queue-interactions/CLAUDE.md b/samples/queue-interactions/CLAUDE.md
deleted file mode 100644
index 43c994c2d..000000000
--- a/samples/queue-interactions/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
diff --git a/samples/queue-interactions/entry-points.json b/samples/queue-interactions/entry-points.json
deleted file mode 100644
index ae33fa334..000000000
--- a/samples/queue-interactions/entry-points.json
+++ /dev/null
@@ -1,52 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "a7b2c8d4-5e6f-4a1b-9c3d-2e4f5a6b7c8d",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "operation": {
-                        "type": "string"
-                    },
-                    "queue_name": {
-                        "type": "string"
-                    },
-                    "items": {
-                        "type": "array",
-                        "items": {
-                            "type": "object",
-                            "properties": {
-                                "reference": {
-                                    "type": "string"
-                                },
-                                "priority": {
-                                    "type": "string"
-                                },
-                                "specific_content": {
-                                    "type": "object"
-                                },
-                                "defer_date": {
-                                    "type": "string"
-                                },
-                                "due_date": {
-                                    "type": "string"
-                                }
-                            }
-                        }
-                    }
-                },
-                "required": [
-                    "operation",
-                    "queue_name"
-                ]
-            },
-            "output": {
-                "type": "string"
-            }
-        }
-    ]
-}
diff --git a/samples/queue-interactions/uv.lock b/samples/queue-interactions/uv.lock
deleted file mode 100644
index ebdd3243f..000000000
--- a/samples/queue-interactions/uv.lock
+++ /dev/null
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diff --git a/samples/resource-overrides/.agent/CLI_REFERENCE.md b/samples/resource-overrides/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/resource-overrides/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/resource-overrides/.agent/REQUIRED_STRUCTURE.md b/samples/resource-overrides/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/resource-overrides/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/resource-overrides/.agent/SDK_REFERENCE.md b/samples/resource-overrides/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/resource-overrides/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/resource-overrides/AGENTS.md b/samples/resource-overrides/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/resource-overrides/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/resource-overrides/CLAUDE.md b/samples/resource-overrides/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/resource-overrides/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/resource-overrides/entry-points.json b/samples/resource-overrides/entry-points.json
deleted file mode 100644
index 94f72dd40..000000000
--- a/samples/resource-overrides/entry-points.json
+++ /dev/null
@@ -1,38 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "68478a85-bcae-4420-8a23-10b8e5b47b33",
-            "type": "agent",
-            "input": {},
-            "output": {
-                "type": "object",
-                "properties": {
-                    "resources": {
-                        "type": "array",
-                        "items": {
-                            "type": "object",
-                            "properties": {
-                                "name": {
-                                    "type": "string"
-                                },
-                                "value": {
-                                    "type": "object",
-                                    "properties": {},
-                                    "required": []
-                                }
-                            },
-                            "required": [
-                                "name",
-                                "value"
-                            ]
-                        }
-                    }
-                },
-                "required": []
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/resource-overrides/uv.lock b/samples/resource-overrides/uv.lock
deleted file mode 100644
index d5bf3d9fa..000000000
--- a/samples/resource-overrides/uv.lock
+++ /dev/null
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diff --git a/samples/tree-recursive-function/.agent/CLI_REFERENCE.md b/samples/tree-recursive-function/.agent/CLI_REFERENCE.md
deleted file mode 100644
index 065b31a7f..000000000
--- a/samples/tree-recursive-function/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,618 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--state-file` | value | `Sentinel.UNSET` | File path where the state file is stored for persisting execution state. If not provided, a temporary file will be used. |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-| `--keep-state-file` | flag | false | Keep the temporary state file even when not resuming and no job id is provided |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-        model_settings_id: Model settings ID to override agent settings
-        trace_file: File path where traces will be written in JSONL format
-        max_llm_concurrency: Maximum concurrent LLM requests
-        input_overrides: Input field overrides mapping (direct field override with deep merge)
-        resume: Resume execution from a previous suspended state
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-| `--model-settings-id` | value | `"default"` | Model settings ID from evaluation set to override agent settings (default: 'default') |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where traces will be written in JSONL format |
-| `--max-llm-concurrency` | value | `20` | Maximum concurrent LLM requests (default: 20) |
-| `--resume` | flag | false | Resume execution from a previous suspended state |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath assets`
-
-Manage UiPath assets.
-
-    Assets are key-value pairs that store configuration data, credentials,
-    and settings used by automation processes.
-
-    \b
-    Examples:
-        # List all assets in a folder
-        uipath assets list --folder-path "Shared"
-
-        # List with filter
-        uipath assets list --filter "ValueType eq 'Text'"
-
-        # List with ordering
-        uipath assets list --orderby "Name asc"
-    
-
-**Subcommands:**
-
-**`uipath assets list`**
-
-List assets in a folder.
-
-    \b
-    Examples:
-        uipath assets list
-        uipath assets list --folder-path "Shared"
-        uipath assets list --filter "ValueType eq 'Text'"
-        uipath assets list --filter "Name eq 'MyAsset'"
-        uipath assets list --orderby "Name asc"
-        uipath assets list --top 50 --skip 100
-    
-
-Options:
-- `--filter`: OData $filter expression (default: `Sentinel.UNSET`)
-- `--orderby`: OData $orderby expression (default: `Sentinel.UNSET`)
-- `--top`: Maximum number of items to return (default: 100, max: 1000) (default: `100`)
-- `--skip`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/tree-recursive-function/.agent/REQUIRED_STRUCTURE.md b/samples/tree-recursive-function/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/tree-recursive-function/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/tree-recursive-function/.agent/SDK_REFERENCE.md b/samples/tree-recursive-function/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 82bbb69e2..000000000
--- a/samples/tree-recursive-function/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,698 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Agenthub
-
-Agenthub service
-
-```python
-# Fetch available models from LLM Gateway discovery endpoint.
-sdk.agenthub.get_available_llm_models(headers: dict[str, Any] | None=None) -> list[uipath.platform.agenthub.agenthub.LlmModel]
-
-# Asynchronously fetch available models from LLM Gateway discovery endpoint.
-sdk.agenthub.get_available_llm_models_async(headers: dict[str, Any] | None=None) -> list[uipath.platform.agenthub.agenthub.LlmModel]
-
-# Start a system agent job.
-sdk.agenthub.invoke_system_agent(agent_name: str, entrypoint: str, input_arguments: dict[str, Any] | None=None, folder_key: str | None=None, folder_path: str | None=None, headers: dict[str, Any] | None=None) -> str
-
-# Asynchronously start a system agent and return the job.
-sdk.agenthub.invoke_system_agent_async(agent_name: str, entrypoint: str, input_arguments: dict[str, Any] | None=None, folder_key: str | None=None, folder_path: str | None=None, headers: dict[str, Any] | None=None) -> str
-
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# List assets using OData API with offset-based pagination.
-sdk.assets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.assets.Asset]
-
-# Asynchronously list assets using OData API with offset-based pagination.
-sdk.assets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.assets.Asset]
-
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: str | None=None, folder_path: str | None=None) -> str
-
-# Get the BlobFileAccess information for an attachment.
-sdk.attachments.get_blob_file_access_uri(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Get the BlobFileAccess information for an attachment asynchronously.
-sdk.attachments.get_blob_file_access_uri_async(key: uuid.UUID, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.attachments.attachments.BlobFileAccessInfo
-
-# Open an attachment.
-sdk.attachments.open(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.Iterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Open an attachment asynchronously.
-sdk.attachments.open_async(attachment: uipath.platform.attachments.attachments.Attachment, mode: <enum 'AttachmentMode="AttachmentMode.READ", content: Union[str, bytes, Iterable[bytes], AsyncIterable[bytes], NoneType]=None, folder_key: str | None=None, folder_path: str | None=None) -> typing.AsyncIterator[typing.Tuple[uipath.platform.attachments.attachments.Attachment, httpx.Response]]
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: str | bytes | None=None, source_path: str | None=None, folder_key: str | None=None, folder_path: str | None=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new ephemeral context grounding index.
-sdk.context_grounding.create_ephemeral_index(usage: <enum 'EphemeralIndexUsage, attachments: list[str]) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new ephemeral context grounding index.
-sdk.context_grounding.create_ephemeral_index_async(usage: <enum 'EphemeralIndexUsage, attachments: list[str]) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Asynchronously downloads the Batch Transform result file to the specified path.
-sdk.context_grounding.download_batch_transform_result_async(id: str, destination_path: str, validate_status: bool=True, index_name: str | None=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Asynchronously retrieves a Batch Transform task status.
-sdk.context_grounding.retrieve_batch_transform_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformResponse
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Asynchronously retrieves a Deep RAG task.
-sdk.context_grounding.retrieve_deep_rag_async(id: str, index_name: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagResponse
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, target_file_name: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_name: str | None=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, target_file_name: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_name: str | None=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_ephemeral(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Asynchronously starts a Batch Transform, task on the targeted index.
-sdk.context_grounding.start_batch_transform_ephemeral_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], output_columns: list[uipath.platform.context_grounding.context_grounding.BatchTransformOutputColumn], storage_bucket_folder_path_prefix: Annotated[str | None, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]=None, enable_web_search_grounding: bool=False, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.BatchTransformCreationResponse
-
-# Starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_name: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_name: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None, folder_key: str | None=None, folder_path: str | None=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_ephemeral(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-# Asynchronously starts a Deep RAG task on the targeted index.
-sdk.context_grounding.start_deep_rag_ephemeral_async(name: str, prompt: Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=250000)])], glob_pattern: Annotated[str, FieldInfo(annotation=NoneType, required=False, default='*', metadata=[MaxLen(max_length=512)])]="**", citation_mode: <enum 'CitationMode="CitationMode.SKIP", index_id: Optional[Annotated[str, FieldInfo(annotation=NoneType, required=True, metadata=[MaxLen(max_length=512)])]]=None) -> uipath.platform.context_grounding.context_grounding.DeepRagCreationResponse
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(classification_results: List[uipath.platform.documents.documents.ClassificationResult], action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(classification_results: List[uipath.platform.documents.documents.ClassificationResult], action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(extraction_response: uipath.platform.documents.documents.ExtractionResponse, action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(extraction_response: uipath.platform.documents.documents.ExtractionResponse, action_title: str, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_catalog: Optional[str]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, version: Optional[int]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Retrieve the result of an IXP extraction operation (single-shot, non-blocking).
-sdk.documents.retrieve_ixp_extraction_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Asynchronous version of the [`retrieve_ixp_extraction_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_result] method.
-sdk.documents.retrieve_ixp_extraction_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ExtractionResponseIXP
-
-# Retrieve the result of an IXP create validate extraction action operation (single-shot, non-blocking).
-sdk.documents.retrieve_ixp_extraction_validation_result(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`retrieve_ixp_extraction_validation_result`][uipath.platform.documents._documents_service.DocumentsService.retrieve_ixp_extraction_validation_result] method.
-sdk.documents.retrieve_ixp_extraction_validation_result_async(project_id: str, tag: str, operation_id: str) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Start an IXP extraction process without waiting for results (non-blocking).
-sdk.documents.start_ixp_extraction(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-# Asynchronous version of the [`start_ixp_extraction`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction] method.
-sdk.documents.start_ixp_extraction_async(project_name: str, tag: str, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionResponse
-
-# Start an IXP extraction validation action without waiting for results (non-blocking).
-sdk.documents.start_ixp_extraction_validation(extraction_response: uipath.platform.documents.documents.ExtractionResponseIXP, action_title: str, action_catalog: Optional[str]=None, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionValidationResponse
-
-# Asynchronous version of the [`start_ixp_extraction_validation`][uipath.platform.documents._documents_service.DocumentsService.start_ixp_extraction_validation] method.
-sdk.documents.start_ixp_extraction_validation_async(extraction_response: uipath.platform.documents.documents.ExtractionResponseIXP, action_title: str, action_catalog: Optional[str]=None, action_priority: Optional[uipath.platform.documents.documents.ActionPriority]=None, action_folder: Optional[str]=None, storage_bucket_name: Optional[str]=None, storage_bucket_directory_path: Optional[str]=None) -> uipath.platform.documents.documents.StartExtractionValidationResponse
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Asynchronously retrieve the personal workspace folder for the current user.
-sdk.folders.get_personal_workspace_async() -> uipath.platform.orchestrator.folder.PersonalWorkspace
-
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Guardrails
-
-Guardrails service
-
-```python
-# Validate input text using the provided guardrail.
-sdk.guardrails.evaluate_guardrail(input_data: str | dict[str, Any], guardrail: uipath.platform.guardrails.guardrails.BuiltInValidatorGuardrail) -> uipath.core.guardrails.guardrails.GuardrailValidationResult
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Check if job exists.
-sdk.jobs.exists(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.jobs.exists_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List jobs using OData API with offset-based pagination.
-sdk.jobs.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# Async version of list() with offset-based pagination.
-sdk.jobs.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, filter: Optional[str]=None, orderby: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.job.Job]
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Restart a completed or failed job.
-sdk.jobs.restart(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Async version of restart().
-sdk.jobs.restart_async(job_key: str, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: str | None=None, folder_path: str | None=None, process_name: str | None=None) -> uipath.platform.orchestrator.job.Job
-
-# Stop one or more jobs with specified strategy.
-sdk.jobs.stop(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of stop().
-sdk.jobs.stop_async(job_keys: List[str], strategy: str="SoftStop", folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: list[dict[str, str]] | list[tuple[str, str]], model: str="gpt-4.1-mini-2025-04-14", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: float | None=1, top_k: int | None=None, tools: list[uipath.platform.chat.llm_gateway.ToolDefinition] | None=None, tool_choice: Union[uipath.platform.chat.llm_gateway.AutoToolChoice, uipath.platform.chat.llm_gateway.RequiredToolChoice, uipath.platform.chat.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: list[dict[str, str]], model: str="gpt-4.1-mini-2025-04-14", max_tokens: int=4096, temperature: float=0, response_format: dict[str, Any] | type[pydantic.main.BaseModel] | None=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: str | None=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: str | None=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, attachments: Optional[list[uipath.platform.attachments.attachments.Attachment]]=None, **kwargs) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, attachments: Optional[list[uipath.platform.attachments.attachments.Attachment]]=None, **kwargs) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None, recipient: Optional[uipath.platform.action_center.tasks.TaskRecipient]=None, priority: Optional[str]=None, labels: Optional[List[str]]=None, is_actionable_message_enabled: Optional[bool]=None, actionable_message_metadata: Optional[Dict[str, Any]]=None, source_name: str="Agent") -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None, recipient: Optional[uipath.platform.action_center.tasks.TaskRecipient]=None, priority: Optional[str]=None, labels: Optional[List[str]]=None, is_actionable_message_enabled: Optional[bool]=None, actionable_message_metadata: Optional[Dict[str, Any]]=None, source_name: str="Agent") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="", app_name: str | None=None) -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/tree-recursive-function/AGENTS.md b/samples/tree-recursive-function/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/tree-recursive-function/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/tree-recursive-function/CLAUDE.md b/samples/tree-recursive-function/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/tree-recursive-function/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/tree-recursive-function/entry-points.json b/samples/tree-recursive-function/entry-points.json
deleted file mode 100644
index c78e6212e..000000000
--- a/samples/tree-recursive-function/entry-points.json
+++ /dev/null
@@ -1,208 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "a959aac0-1157-40ca-889c-48a84eec3fab",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "value": {
-                        "type": "integer"
-                    },
-                    "left": {
-                        "type": "object"
-                    },
-                    "right": {
-                        "type": "object"
-                    }
-                },
-                "required": [
-                    "value"
-                ]
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "depth": {
-                        "type": "integer"
-                    },
-                    "total_nodes": {
-                        "type": "integer"
-                    },
-                    "leaf_count": {
-                        "type": "integer"
-                    },
-                    "max_value": {
-                        "type": "integer"
-                    },
-                    "path_to_max": {
-                        "type": "array",
-                        "items": {
-                            "type": "string"
-                        }
-                    }
-                },
-                "required": [
-                    "depth",
-                    "total_nodes",
-                    "leaf_count",
-                    "max_value",
-                    "path_to_max"
-                ]
-            },
-            "graph": {
-                "nodes": [
-                    {
-                        "id": "main.py:103",
-                        "name": "main",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:85",
-                        "name": "analyze_tree",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:27",
-                        "name": "log_visit",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:36",
-                        "name": "compute_depth",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:45",
-                        "name": "count_nodes",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:52",
-                        "name": "count_leaves",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:31",
-                        "name": "is_leaf",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:61",
-                        "name": "find_max",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    },
-                    {
-                        "id": "main.py:70",
-                        "name": "find_path_to_value",
-                        "type": "function",
-                        "metadata": {
-                            "file": "main.py"
-                        }
-                    }
-                ],
-                "edges": [
-                    {
-                        "source": "main.py:85",
-                        "target": "main.py:27"
-                    },
-                    {
-                        "source": "main.py:36",
-                        "target": "main.py:36"
-                    },
-                    {
-                        "source": "main.py:36",
-                        "target": "main.py:36"
-                    },
-                    {
-                        "source": "main.py:85",
-                        "target": "main.py:36"
-                    },
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diff --git a/samples/weather_tools/.agent/CLI_REFERENCE.md b/samples/weather_tools/.agent/CLI_REFERENCE.md
deleted file mode 100644
index e6d38342b..000000000
--- a/samples/weather_tools/.agent/CLI_REFERENCE.md
+++ /dev/null
@@ -1,560 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/samples/weather_tools/.agent/REQUIRED_STRUCTURE.md b/samples/weather_tools/.agent/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/samples/weather_tools/.agent/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/samples/weather_tools/.agent/SDK_REFERENCE.md b/samples/weather_tools/.agent/SDK_REFERENCE.md
deleted file mode 100644
index 8f2ecb829..000000000
--- a/samples/weather_tools/.agent/SDK_REFERENCE.md
+++ /dev/null
@@ -1,549 +0,0 @@
-## API Reference
-
-This section provides a comprehensive reference for all UiPath SDK services and methods. Each service is documented with complete method signatures, including parameter types and return types.
-
-### SDK Initialization
-
-Initialize the UiPath SDK client
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-sdk = UiPath()
-
-# Or with explicit credentials
-sdk = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-```
-
-### Api Client
-
-Api Client service
-
-```python
-# Access api_client service methods
-service = sdk.api_client
-
-```
-
-### Assets
-
-Assets service
-
-```python
-# Retrieve an asset by its name.
-sdk.assets.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Asynchronously retrieve an asset by its name.
-sdk.assets.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.assets.UserAsset | uipath.platform.orchestrator.assets.Asset
-
-# Gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Asynchronously gets a specified Orchestrator credential.
-sdk.assets.retrieve_credential_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Optional[str]
-
-# Update an asset's value.
-sdk.assets.update(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-# Asynchronously update an asset's value.
-sdk.assets.update_async(robot_asset: uipath.platform.orchestrator.assets.UserAsset, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> httpx.Response
-
-```
-
-### Attachments
-
-Attachments service
-
-```python
-# Delete an attachment.
-sdk.attachments.delete(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete an attachment asynchronously.
-sdk.attachments.delete_async(key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download an attachment.
-sdk.attachments.download(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Download an attachment asynchronously.
-sdk.attachments.download_async(key: uuid.UUID, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> str
-
-# Upload a file or content to UiPath as an attachment.
-sdk.attachments.upload(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Upload a file or content to UiPath as an attachment asynchronously.
-sdk.attachments.upload_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-```
-
-### Buckets
-
-Buckets service
-
-```python
-# Create a new bucket.
-sdk.buckets.create(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Async version of create().
-sdk.buckets.create_async(name: str, description: Optional[str]=None, identifier: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Delete a bucket.
-sdk.buckets.delete(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Async version of delete().
-sdk.buckets.delete_async(name: Optional[str]=None, key: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None) -> None
-
-# Delete a file from a bucket.
-sdk.buckets.delete_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Delete a file from a bucket asynchronously.
-sdk.buckets.delete_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket.
-sdk.buckets.download(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Download a file from a bucket asynchronously.
-sdk.buckets.download_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, destination_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Check if bucket exists.
-sdk.buckets.exists(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists().
-sdk.buckets.exists_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Check if a file exists in a bucket.
-sdk.buckets.exists_file(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Async version of exists_file().
-sdk.buckets.exists_file_async(name: Optional[str]=None, key: Optional[str]=None, blob_file_path: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> bool
-
-# Get files using OData GetFiles API with offset-based pagination.
-sdk.buckets.get_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of get_files() with offset-based pagination.
-sdk.buckets.get_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", recursive: bool=False, file_name_glob: Optional[str]=None, skip: int=0, top: int=500, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# List buckets using OData API with offset-based pagination.
-sdk.buckets.list(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# Async version of list() with offset-based pagination.
-sdk.buckets.list_async(folder_path: Optional[str]=None, folder_key: Optional[str]=None, name: Optional[str]=None, skip: int=0, top: int=100) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.Bucket]
-
-# List files in a bucket using cursor-based pagination.
-sdk.buckets.list_files(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Async version of list_files() with cursor-based pagination.
-sdk.buckets.list_files_async(name: Optional[str]=None, key: Optional[str]=None, prefix: str="", take_hint: int=500, continuation_token: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.common.paging.PagedResult[uipath.platform.orchestrator.buckets.BucketFile]
-
-# Retrieve bucket information by its name.
-sdk.buckets.retrieve(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Asynchronously retrieve bucket information by its name.
-sdk.buckets.retrieve_async(name: Optional[str]=None, key: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.buckets.Bucket
-
-# Upload a file to a bucket.
-sdk.buckets.upload(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Upload a file to a bucket asynchronously.
-sdk.buckets.upload_async(key: Optional[str]=None, name: Optional[str]=None, blob_file_path: str, content_type: Optional[str]=None, source_path: Optional[str]=None, content: Union[str, bytes, NoneType]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-```
-
-### Connections
-
-Connections service
-
-```python
-# Invoke an activity synchronously.
-sdk.connections.invoke_activity(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Invoke an activity asynchronously.
-sdk.connections.invoke_activity_async(activity_metadata: uipath.platform.connections.connections.ActivityMetadata, connection_id: str, activity_input: Dict[str, Any]) -> typing.Any
-
-# Lists all connections with optional filtering.
-sdk.connections.list(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Asynchronously lists all connections with optional filtering.
-sdk.connections.list_async(name: Optional[str]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, connector_key: Optional[str]=None, skip: Optional[int]=None, top: Optional[int]=None) -> typing.List[uipath.platform.connections.connections.Connection]
-
-# Synchronously retrieve connection API metadata.
-sdk.connections.metadata(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Asynchronously retrieve connection API metadata.
-sdk.connections.metadata_async(element_instance_id: int, connector_key: str, tool_path: str, parameters: Optional[Dict[str, str]]=None, schema_mode: bool=True, max_jit_depth: int=5) -> uipath.platform.connections.connections.ConnectionMetadata
-
-# Retrieve connection details by its key.
-sdk.connections.retrieve(key: str) -> uipath.platform.connections.connections.Connection
-
-# Asynchronously retrieve connection details by its key.
-sdk.connections.retrieve_async(key: str) -> uipath.platform.connections.connections.Connection
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve event payload from UiPath Integration Service.
-sdk.connections.retrieve_event_payload_async(event_args: uipath.platform.connections.connections.EventArguments) -> typing.Dict[str, typing.Any]
-
-# Retrieve an authentication token for a connection.
-sdk.connections.retrieve_token(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-# Asynchronously retrieve an authentication token for a connection.
-sdk.connections.retrieve_token_async(key: str, token_type: <enum 'ConnectionTokenType="ConnectionTokenType.DIRECT") -> uipath.platform.connections.connections.ConnectionToken
-
-```
-
-### Context Grounding
-
-Context Grounding service
-
-```python
-# Add content to the index.
-sdk.context_grounding.add_to_index(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Asynchronously add content to the index.
-sdk.context_grounding.add_to_index_async(name: str, blob_file_path: str, content_type: Optional[str]=None, content: Union[str, bytes, NoneType]=None, source_path: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, ingest_data: bool=True) -> None
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Create a new context grounding index.
-sdk.context_grounding.create_index_async(name: str, source: Union[uipath.platform.context_grounding.context_grounding_payloads.BucketSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.GoogleDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.DropboxSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.OneDriveSourceConfig, uipath.platform.context_grounding.context_grounding_payloads.ConfluenceSourceConfig], description: Optional[str]=None, advanced_ingestion: Optional[bool]=True, preprocessing_request: Optional[str]="#UiPath.Vdbs.Domain.Api.V20Models.LLMV4PreProcessingRequest", folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Delete a context grounding index.
-sdk.context_grounding.delete_index(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously delete a context grounding index.
-sdk.context_grounding.delete_index_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Ingest data into the context grounding index.
-sdk.context_grounding.ingest_data(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Asynchronously ingest data into the context grounding index.
-sdk.context_grounding.ingest_data_async(index: uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> None
-
-# Retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Asynchronously retrieve context grounding index information by its name.
-sdk.context_grounding.retrieve_async(name: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.context_grounding.context_grounding_index.ContextGroundingIndex
-
-# Retrieve context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Retrieve asynchronously context grounding index information by its ID.
-sdk.context_grounding.retrieve_by_id_async(id: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.Any
-
-# Search for contextual information within a specific index.
-sdk.context_grounding.search(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-# Search asynchronously for contextual information within a specific index.
-sdk.context_grounding.search_async(name: str, query: str, number_of_results: int=10, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[uipath.platform.context_grounding.context_grounding.ContextGroundingQueryResponse]
-
-```
-
-### Conversational
-
-Conversational service
-
-```python
-# Access conversational service methods
-service = sdk.conversational
-
-```
-
-### Documents
-
-Documents service
-
-```python
-# Classify a document using a DU Modern project.
-sdk.documents.classify(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronously version of the [`classify`][uipath.platform.documents._documents_service.DocumentsService.classify] method.
-sdk.documents.classify_async(project_type: <enum 'ProjectType, tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Create a validate classification action for a document based on the classification results. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-classifications).
-sdk.documents.create_validate_classification_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_classification_action] method.
-sdk.documents.create_validate_classification_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, classification_results: List[uipath.platform.documents.documents.ClassificationResult]) -> uipath.platform.documents.documents.ValidateClassificationAction
-
-# Create a validate extraction action for a document based on the extraction response. More details about validation actions can be found in the [official documentation](https://docs.uipath.com/ixp/automation-cloud/latest/user-guide/validating-extractions).
-sdk.documents.create_validate_extraction_action(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Asynchronous version of the [`create_validation_action`][uipath.platform.documents._documents_service.DocumentsService.create_validate_extraction_action] method.
-sdk.documents.create_validate_extraction_action_async(action_title: str, action_priority: <enum 'ActionPriority, action_catalog: str, action_folder: str, storage_bucket_name: str, storage_bucket_directory_path: str, extraction_response: uipath.platform.documents.documents.ExtractionResponse) -> uipath.platform.documents.documents.ValidateExtractionAction
-
-# Extract predicted data from a document using an DU Modern/IXP project.
-sdk.documents.extract(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronously version of the [`extract`][uipath.platform.documents._documents_service.DocumentsService.extract] method.
-sdk.documents.extract_async(tag: Optional[str]=None, project_name: Optional[str]=None, file: Union[IO[bytes], bytes, str, NoneType]=None, file_path: Optional[str]=None, classification_result: Optional[uipath.platform.documents.documents.ClassificationResult]=None, project_type: Optional[uipath.platform.documents.documents.ProjectType]=None, document_type_name: Optional[str]=None) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Get the result of a validate classification action.
-sdk.documents.get_validate_classification_result(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_classification_result] method.
-sdk.documents.get_validate_classification_result_async(validation_action: uipath.platform.documents.documents.ValidateClassificationAction) -> typing.List[uipath.platform.documents.documents.ClassificationResult]
-
-# Get the result of a validate extraction action.
-sdk.documents.get_validate_extraction_result(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-# Asynchronous version of the [`get_validation_result`][uipath.platform.documents._documents_service.DocumentsService.get_validate_extraction_result] method.
-sdk.documents.get_validate_extraction_result_async(validation_action: uipath.platform.documents.documents.ValidateExtractionAction) -> typing.Union[uipath.platform.documents.documents.ExtractionResponse, uipath.platform.documents.documents.ExtractionResponseIXP]
-
-```
-
-### Entities
-
-Entities service
-
-```python
-# Delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously delete multiple records from an entity in a single batch operation.
-sdk.entities.delete_records_async(entity_key: str, record_ids: List[str]) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously insert multiple records into an entity in a single batch operation.
-sdk.entities.insert_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# List all entities in the Data Service.
-sdk.entities.list_entities() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# Asynchronously list all entities in the Data Service.
-sdk.entities.list_entities_async() -> typing.List[uipath.platform.entities.entities.Entity]
-
-# List records from an entity with optional pagination and schema validation.
-sdk.entities.list_records(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Asynchronously list records from an entity with optional pagination and schema validation.
-sdk.entities.list_records_async(entity_key: str, schema: Optional[Type[Any]]=None, start: Optional[int]=None, limit: Optional[int]=None) -> typing.List[uipath.platform.entities.entities.EntityRecord]
-
-# Retrieve an entity by its key.
-sdk.entities.retrieve(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Asynchronously retrieve an entity by its key.
-sdk.entities.retrieve_async(entity_key: str) -> uipath.platform.entities.entities.Entity
-
-# Update multiple records in an entity in a single batch operation.
-sdk.entities.update_records(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-# Asynchronously update multiple records in an entity in a single batch operation.
-sdk.entities.update_records_async(entity_key: str, records: List[Any], schema: Optional[Type[Any]]=None) -> uipath.platform.entities.entities.EntityRecordsBatchResponse
-
-```
-
-### Folders
-
-Folders service
-
-```python
-# Resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key(folder_path: str | None) -> str | None
-
-# Asynchronously resolve a folder path to its corresponding folder key.
-sdk.folders.retrieve_folder_key_async(folder_path: str | None) -> str | None
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key(folder_path: str) -> typing.Optional[str]
-
-# Retrieve the folder key by folder path with pagination support.
-sdk.folders.retrieve_key_async(folder_path: str) -> typing.Optional[str]
-
-```
-
-### Jobs
-
-Jobs service
-
-```python
-# Create and upload an attachment, optionally linking it to a job.
-sdk.jobs.create_attachment(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Create and upload an attachment asynchronously, optionally linking it to a job.
-sdk.jobs.create_attachment_async(name: str, content: Union[str, bytes, NoneType]=None, source_path: Union[str, pathlib.Path, NoneType]=None, job_key: Union[str, uuid.UUID, NoneType]=None, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uuid.UUID
-
-# Get the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Asynchronously fetch the actual output data, downloading from attachment if necessary.
-sdk.jobs.extract_output_async(job: uipath.platform.orchestrator.job.Job) -> typing.Optional[str]
-
-# Link an attachment to a job.
-sdk.jobs.link_attachment(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# Link an attachment to a job asynchronously.
-sdk.jobs.link_attachment_async(attachment_key: uuid.UUID, job_key: uuid.UUID, category: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None)
-
-# List attachments associated with a specific job.
-sdk.jobs.list_attachments(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# List attachments associated with a specific job asynchronously.
-sdk.jobs.list_attachments_async(job_key: uuid.UUID, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> typing.List[str]
-
-# Sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Asynchronously sends a payload to resume a paused job waiting for input, identified by its inbox ID.
-sdk.jobs.resume_async(inbox_id: Optional[str]=None, job_id: Optional[str]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None, payload: Any) -> None
-
-# Retrieve a job identified by its key.
-sdk.jobs.retrieve(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload(inbox_id: str) -> typing.Any
-
-# Asynchronously fetch payload data for API triggers.
-sdk.jobs.retrieve_api_payload_async(inbox_id: str) -> typing.Any
-
-# Asynchronously retrieve a job identified by its key.
-sdk.jobs.retrieve_async(job_key: str, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Llm
-
-Llm service
-
-```python
-# Generate chat completions using UiPath's normalized LLM Gateway API.
-sdk.llm.chat_completions(messages: Union[List[Dict[str, str]], List[tuple[str, str]]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, n: int=1, frequency_penalty: float=0, presence_penalty: float=0, top_p: Optional[float]=1, top_k: Optional[int]=None, tools: Optional[List[uipath.platform.llm_gateway.llm_gateway.ToolDefinition]]=None, tool_choice: Union[uipath.platform.llm_gateway.llm_gateway.AutoToolChoice, uipath.platform.llm_gateway.llm_gateway.RequiredToolChoice, uipath.platform.llm_gateway.llm_gateway.SpecificToolChoice, Literal['auto', 'none'], NoneType]=None, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-08-01-preview")
-
-```
-
-### Llm Openai
-
-Llm Openai service
-
-```python
-# Generate chat completions using UiPath's LLM Gateway service.
-sdk.llm_openai.chat_completions(messages: List[Dict[str, str]], model: str="gpt-4o-mini-2024-07-18", max_tokens: int=4096, temperature: float=0, response_format: Union[Dict[str, Any], type[pydantic.main.BaseModel], NoneType]=None, api_version: str="2024-10-21")
-
-# Generate text embeddings using UiPath's LLM Gateway service.
-sdk.llm_openai.embeddings(input: str, embedding_model: str="text-embedding-ada-002", openai_api_version: str="2024-10-21")
-
-```
-
-### Mcp
-
-Mcp service
-
-```python
-# List all MCP servers.
-sdk.mcp.list(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Asynchronously list all MCP servers.
-sdk.mcp.list_async(folder_path: Optional[str]=None) -> typing.List[uipath.platform.orchestrator.mcp.McpServer]
-
-# Retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-# Asynchronously retrieve a specific MCP server by its slug.
-sdk.mcp.retrieve_async(slug: str, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.mcp.McpServer
-
-```
-
-### Processes
-
-Processes service
-
-```python
-# Start execution of a process by its name.
-sdk.processes.invoke(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-# Asynchronously start execution of a process by its name.
-sdk.processes.invoke_async(name: str, input_arguments: Optional[Dict[str, Any]]=None, folder_key: Optional[str]=None, folder_path: Optional[str]=None) -> uipath.platform.orchestrator.job.Job
-
-```
-
-### Queues
-
-Queues service
-
-```python
-# Completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Asynchronously completes a transaction item with the specified result.
-sdk.queues.complete_transaction_item_async(transaction_key: str, result: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItemResult]) -> httpx.Response
-
-# Creates a new queue item in the Orchestrator.
-sdk.queues.create_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Asynchronously creates a new queue item in the Orchestrator.
-sdk.queues.create_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]) -> httpx.Response
-
-# Creates multiple queue items in bulk.
-sdk.queues.create_items(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Asynchronously creates multiple queue items in bulk.
-sdk.queues.create_items_async(items: List[Union[Dict[str, Any], uipath.platform.orchestrator.queues.QueueItem]], queue_name: str, commit_type: <enum 'CommitType) -> httpx.Response
-
-# Creates a new transaction item in a queue.
-sdk.queues.create_transaction_item(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Asynchronously creates a new transaction item in a queue.
-sdk.queues.create_transaction_item_async(item: Union[Dict[str, Any], uipath.platform.orchestrator.queues.TransactionItem], no_robot: bool=False) -> httpx.Response
-
-# Retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items() -> httpx.Response
-
-# Asynchronously retrieves a list of queue items from the Orchestrator.
-sdk.queues.list_items_async() -> httpx.Response
-
-# Updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item(transaction_key: str, progress: str) -> httpx.Response
-
-# Asynchronously updates the progress of a transaction item.
-sdk.queues.update_progress_of_transaction_item_async(transaction_key: str, progress: str) -> httpx.Response
-
-```
-
-### Resource Catalog
-
-Resource Catalog service
-
-```python
-# Get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.list_async(resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously get resources of a specific type (tenant scoped or folder scoped).
-sdk.resource_catalog.list_by_type_async(resource_type: <enum 'ResourceType, name: Optional[str]=None, resource_sub_types: Optional[List[str]]=None, folder_path: Optional[str]=None, folder_key: Optional[str]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.Iterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-# Asynchronously search for tenant scoped resources and folder scoped resources (accessible to the user).
-sdk.resource_catalog.search_async(name: Optional[str]=None, resource_types: Optional[List[uipath.platform.resource_catalog.resource_catalog.ResourceType]]=None, resource_sub_types: Optional[List[str]]=None, page_size: int=20) -> typing.AsyncIterator[uipath.platform.resource_catalog.resource_catalog.Resource]
-
-```
-
-### Tasks
-
-Tasks service
-
-```python
-# Creates a new task synchronously.
-sdk.tasks.create(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Creates a new action asynchronously.
-sdk.tasks.create_async(title: str, data: Optional[Dict[str, Any]]=None, app_name: Optional[str]=None, app_key: Optional[str]=None, app_folder_path: Optional[str]=None, app_folder_key: Optional[str]=None, assignee: Optional[str]=None) -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key synchronously.
-sdk.tasks.retrieve(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-# Retrieves a task by its key asynchronously.
-sdk.tasks.retrieve_async(action_key: str, app_folder_path: str="", app_folder_key: str="") -> uipath.platform.action_center.tasks.Task
-
-```
-
diff --git a/samples/weather_tools/AGENTS.md b/samples/weather_tools/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/samples/weather_tools/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/samples/weather_tools/CLAUDE.md b/samples/weather_tools/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/samples/weather_tools/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/samples/weather_tools/entry-points.json b/samples/weather_tools/entry-points.json
deleted file mode 100644
index 303f8b8b0..000000000
--- a/samples/weather_tools/entry-points.json
+++ /dev/null
@@ -1,95 +0,0 @@
-{
-    "$schema": "https://cloud.uipath.com/draft/2024-12/entry-point",
-    "$id": "entry-points.json",
-    "entryPoints": [
-        {
-            "filePath": "main",
-            "uniqueId": "2bf61983-67d1-42fc-b536-ce936f15a8ee",
-            "type": "agent",
-            "input": {
-                "type": "object",
-                "properties": {
-                    "city": {
-                        "type": "string",
-                        "enum": [
-                            "New York",
-                            "London",
-                            "Tokyo",
-                            "Paris",
-                            "Sydney"
-                        ]
-                    },
-                    "action": {
-                        "type": "object"
-                    }
-                },
-                "required": [
-                    "city",
-                    "action"
-                ]
-            },
-            "output": {
-                "type": "object",
-                "properties": {
-                    "city": {
-                        "type": "string"
-                    },
-                    "temperature": {
-                        "type": "number"
-                    },
-                    "condition": {
-                        "type": "string",
-                        "enum": [
-                            "sunny",
-                            "cloudy",
-                            "rainy",
-                            "snowy"
-                        ]
-                    },
-                    "humidity": {
-                        "type": "integer"
-                    },
-                    "forecast": {
-                        "type": "object"
-                    },
-                    "alerts": {
-                        "type": "object"
-                    },
-                    "content": {
-                        "type": "object",
-                        "properties": {
-                            "city": {
-                                "type": "string"
-                            },
-                            "temperature": {
-                                "type": "number"
-                            },
-                            "condition": {
-                                "type": "string",
-                                "enum": [
-                                    "sunny",
-                                    "cloudy",
-                                    "rainy",
-                                    "snowy"
-                                ]
-                            },
-                            "humidity": {
-                                "type": "integer"
-                            },
-                            "forecast": {
-                                "type": "object"
-                            },
-                            "alerts": {
-                                "type": "object"
-                            }
-                        },
-                        "required": []
-                    }
-                },
-                "required": [
-                    "content"
-                ]
-            }
-        }
-    ]
-}
\ No newline at end of file
diff --git a/samples/weather_tools/uv.lock b/samples/weather_tools/uv.lock
deleted file mode 100644
index 15d31cac9..000000000
--- a/samples/weather_tools/uv.lock
+++ /dev/null
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diff --git a/src/uipath/_cli/_evals/_models/_exceptions.py b/src/uipath/_cli/_evals/_models/_exceptions.py
deleted file mode 100644
index 97bfecc1d..000000000
--- a/src/uipath/_cli/_evals/_models/_exceptions.py
+++ /dev/null
@@ -1,6 +0,0 @@
-class EvaluationRuntimeException(Exception):
-    def __init__(self, spans, logs, root_exception, execution_time):
-        self.spans = spans
-        self.logs = logs
-        self.root_exception = root_exception
-        self.execution_time = execution_time
diff --git a/src/uipath/_cli/_evals/_models/_mocks.py b/src/uipath/_cli/_evals/_models/_mocks.py
deleted file mode 100644
index 172702798..000000000
--- a/src/uipath/_cli/_evals/_models/_mocks.py
+++ /dev/null
@@ -1,3 +0,0 @@
-from uipath.agent.models.agent import ExampleCall
-
-__all__ = ["ExampleCall"]
diff --git a/src/uipath/_cli/_evals/_models/_output.py b/src/uipath/_cli/_evals/_models/_output.py
deleted file mode 100644
index 831c6f781..000000000
--- a/src/uipath/_cli/_evals/_models/_output.py
+++ /dev/null
@@ -1,201 +0,0 @@
-import logging
-from collections import defaultdict
-from typing import Any
-
-from opentelemetry.sdk.trace import ReadableSpan
-from pydantic import BaseModel, ConfigDict, model_serializer
-from pydantic.alias_generators import to_camel
-from pydantic_core import core_schema
-from uipath.runtime import UiPathRuntimeResult
-
-from uipath.eval.models.models import (
-    EvaluationResult,
-    ScoreType,
-    TrajectoryEvaluationTrace,
-)
-
-
-class UiPathEvalRunExecutionOutput(BaseModel):
-    """Result of a single agent response."""
-
-    model_config = ConfigDict(arbitrary_types_allowed=True)
-
-    execution_time: float
-    spans: list[ReadableSpan]
-    logs: list[logging.LogRecord]
-    result: UiPathRuntimeResult
-
-
-class UiPathSerializableEvalRunExecutionOutput(BaseModel):
-    execution_time: float
-    trace: TrajectoryEvaluationTrace
-    result: UiPathRuntimeResult
-
-
-def convert_eval_execution_output_to_serializable(
-    output: UiPathEvalRunExecutionOutput,
-) -> UiPathSerializableEvalRunExecutionOutput:
-    return UiPathSerializableEvalRunExecutionOutput(
-        execution_time=output.execution_time,
-        result=output.result,
-        trace=TrajectoryEvaluationTrace.from_readable_spans(output.spans),
-    )
-
-
-class EvaluationResultDto(BaseModel):
-    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
-
-    score: float
-    details: str | BaseModel | None = None
-    evaluation_time: float | None = None
-
-    @model_serializer(mode="wrap")
-    def serialize_model(
-        self,
-        serializer: core_schema.SerializerFunctionWrapHandler,
-        info: core_schema.SerializationInfo,
-    ) -> Any:
-        data = serializer(self)
-        if self.details is None and isinstance(data, dict):
-            data.pop("details", None)
-        return data
-
-    @classmethod
-    def from_evaluation_result(
-        cls, evaluation_result: EvaluationResult
-    ) -> "EvaluationResultDto":
-        score_type = evaluation_result.score_type
-        score: float
-        if score_type == ScoreType.BOOLEAN:
-            score = 100 if evaluation_result.score else 0
-        elif score_type == ScoreType.ERROR:
-            score = 0
-        else:
-            score = evaluation_result.score
-
-        return cls(
-            score=score,
-            details=evaluation_result.details,
-            evaluation_time=evaluation_result.evaluation_time,
-        )
-
-
-class EvaluationRunResultDto(BaseModel):
-    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
-
-    evaluator_name: str
-    evaluator_id: str
-    result: EvaluationResultDto
-
-
-class EvaluationRunResult(BaseModel):
-    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
-
-    evaluation_name: str
-    evaluation_run_results: list[EvaluationRunResultDto]
-    agent_execution_output: UiPathSerializableEvalRunExecutionOutput | None = None
-
-    @property
-    def score(self) -> float:
-        """Compute average score for this single eval_item."""
-        if not self.evaluation_run_results:
-            return 0.0
-
-        total_score = sum(dto.result.score for dto in self.evaluation_run_results)
-        return total_score / len(self.evaluation_run_results)
-
-
-class UiPathEvalOutput(BaseModel):
-    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
-
-    evaluation_set_name: str
-    evaluation_set_results: list[EvaluationRunResult]
-
-    @property
-    def score(self) -> float:
-        """Compute overall average score from evaluation results."""
-        if not self.evaluation_set_results:
-            return 0.0
-
-        eval_item_scores = [
-            eval_result.score for eval_result in self.evaluation_set_results
-        ]
-        return sum(eval_item_scores) / len(eval_item_scores)
-
-    def calculate_final_score(
-        self,
-        evaluator_weights: dict[str, float] | None = None,
-        default_weight: float = 1.0,
-    ) -> tuple[float, dict[str, float]]:
-        """Aggregate evaluation results with deduplication and weighted scoring.
-
-        This function performs the following steps:
-        1. Flattens the nested evaluation_set_results structure
-        2. Deduplicates results by datapoint_id (evaluation_name) and evaluator_name (averages duplicates)
-        3. Calculates average score per evaluator across all datapoints
-        4. Computes final weighted score across evaluators
-
-        Args:
-            evaluator_weights: Optional dict mapping evaluator names to weights
-            default_weight: Default weight for evaluators not in evaluator_weights (default: 1.0)
-
-        Returns:
-            Tuple of (final_score, agg_metrics_per_evaluator)
-            - final_score: Weighted average across evaluators
-            - agg_metrics_per_evaluator: Dict mapping evaluator names to their average scores
-        """
-        if not self.evaluation_set_results:
-            return 0.0, {}
-
-        if evaluator_weights is None:
-            evaluator_weights = {}
-
-        # Step 1: Flatten the nested structure and group by datapoint_id and evaluator_name for deduplication
-        # datapoint_id = evaluation_name, evaluator_name from EvaluationRunResultDto
-        grouped_by_datapoint_evaluator: defaultdict[
-            str, defaultdict[str, list[float]]
-        ] = defaultdict(lambda: defaultdict(list))
-
-        for eval_run_result in self.evaluation_set_results:
-            datapoint_id = eval_run_result.evaluation_name
-            for eval_run_result_dto in eval_run_result.evaluation_run_results:
-                evaluator_name = eval_run_result_dto.evaluator_name
-                score = eval_run_result_dto.result.score
-                grouped_by_datapoint_evaluator[datapoint_id][evaluator_name].append(
-                    score
-                )
-
-        # Step 2: Deduplicate by averaging same evaluator results for same datapoint
-        dedup_scores: list[tuple[str, str, float]] = []
-        for datapoint_id, evaluators_dict in grouped_by_datapoint_evaluator.items():
-            for evaluator_name, scores_list in evaluators_dict.items():
-                if scores_list:
-                    # Average the scores for this evaluator on this datapoint
-                    avg_score = sum(scores_list) / len(scores_list)
-                    dedup_scores.append((datapoint_id, evaluator_name, avg_score))
-
-        # Step 3: Group by evaluator and calculate average score per evaluator
-        grouped_by_evaluator: defaultdict[str, list[float]] = defaultdict(list)
-        for _datapoint_id, evaluator_name, score in dedup_scores:
-            grouped_by_evaluator[evaluator_name].append(score)
-
-        agg_metrics_per_evaluator = {}
-        for evaluator_name, scores_list in grouped_by_evaluator.items():
-            avg_score = sum(scores_list) / len(scores_list)
-            agg_metrics_per_evaluator[evaluator_name] = avg_score
-
-        # Step 4: Calculate final weighted score
-        if not agg_metrics_per_evaluator:
-            return 0.0, {}
-
-        total_weighted_score = 0.0
-        total_weight = 0.0
-
-        for evaluator_name, avg_score in agg_metrics_per_evaluator.items():
-            weight = evaluator_weights.get(evaluator_name, default_weight)
-            total_weighted_score += avg_score * weight
-            total_weight += weight
-
-        final_score = total_weighted_score / total_weight if total_weight > 0 else 0.0
-
-        return final_score, agg_metrics_per_evaluator
diff --git a/src/uipath/_cli/_evals/_models/_sw_reporting.py b/src/uipath/_cli/_evals/_models/_sw_reporting.py
deleted file mode 100644
index 17d2b2539..000000000
--- a/src/uipath/_cli/_evals/_models/_sw_reporting.py
+++ /dev/null
@@ -1,21 +0,0 @@
-from typing import Any
-
-from pydantic import BaseModel, ConfigDict
-from pydantic.alias_generators import to_camel
-
-from uipath.eval.models import EvalItemResult
-
-
-class StudioWebProgressItem(BaseModel):
-    eval_run_id: str
-    eval_results: list[EvalItemResult]
-    success: bool
-    agent_output: dict[str, Any]
-    agent_execution_time: float
-
-
-class StudioWebAgentSnapshot(BaseModel):
-    model_config = ConfigDict(alias_generator=to_camel, populate_by_name=True)
-
-    input_schema: dict[str, Any]
-    output_schema: dict[str, Any]
diff --git a/src/uipath/_cli/_evals/_span_collection.py b/src/uipath/_cli/_evals/_span_collection.py
deleted file mode 100644
index 7ade2308b..000000000
--- a/src/uipath/_cli/_evals/_span_collection.py
+++ /dev/null
@@ -1,23 +0,0 @@
-from collections import defaultdict
-
-from opentelemetry.sdk.trace import ReadableSpan, Span
-
-
-class ExecutionSpanCollector:
-    """Collects spans as they are created during execution."""
-
-    def __init__(self):
-        # { execution_id -> list of spans }
-        self._spans: dict[str, list[ReadableSpan]] = defaultdict(list)
-
-    def add_span(self, span: Span, execution_id: str) -> None:
-        self._spans[execution_id].append(span)
-
-    def get_spans(self, execution_id: str) -> list[ReadableSpan]:
-        return self._spans.get(execution_id, [])
-
-    def clear(self, execution_id: str | None = None) -> None:
-        if execution_id:
-            self._spans.pop(execution_id, None)
-        else:
-            self._spans.clear()
diff --git a/src/uipath/_cli/_evals/mocks/__init__.py b/src/uipath/_cli/_evals/mocks/__init__.py
deleted file mode 100644
index 2e465e52f..000000000
--- a/src/uipath/_cli/_evals/mocks/__init__.py
+++ /dev/null
@@ -1 +0,0 @@
-"""UiPath mocking framework."""
diff --git a/src/uipath/_resources/AGENTS.md b/src/uipath/_resources/AGENTS.md
deleted file mode 100644
index b83142f0f..000000000
--- a/src/uipath/_resources/AGENTS.md
+++ /dev/null
@@ -1,21 +0,0 @@
-# Agent Code Patterns Reference
-
-This document provides practical code patterns for building UiPath coded agents using the UiPath Python SDK.
-
----
-
-## Documentation Structure
-
-This documentation is split into multiple files for efficient context loading. Load only the files you need:
-
-1. **@.agent/REQUIRED_STRUCTURE.md** - Agent structure patterns and templates
-   - **When to load:** Creating a new agent or understanding required patterns
-   - **Contains:** Required Pydantic models (Input, Output), SDK initialization patterns, standard agent template
-
-2. **@.agent/SDK_REFERENCE.md** - Complete SDK API reference
-   - **When to load:** Calling UiPath SDK methods, working with services (actions, assets, jobs, etc.)
-   - **Contains:** All SDK services and methods with full signatures and type annotations
-
-3. **@.agent/CLI_REFERENCE.md** - CLI commands documentation
-   - **When to load:** Working with `uipath init`, `uipath run`, or `uipath eval` commands
-   - **Contains:** Command syntax, options, usage examples, and workflows
diff --git a/src/uipath/_resources/CLAUDE.md b/src/uipath/_resources/CLAUDE.md
deleted file mode 100644
index eef4bd20c..000000000
--- a/src/uipath/_resources/CLAUDE.md
+++ /dev/null
@@ -1 +0,0 @@
-@AGENTS.md
\ No newline at end of file
diff --git a/src/uipath/_resources/CLI_REFERENCE.md b/src/uipath/_resources/CLI_REFERENCE.md
deleted file mode 100644
index 065b31a7f..000000000
--- a/src/uipath/_resources/CLI_REFERENCE.md
+++ /dev/null
@@ -1,618 +0,0 @@
-## CLI Commands Reference
-
-The UiPath Python SDK provides a comprehensive CLI for managing coded agents and automation projects. All commands should be executed with `uv run uipath <command>`.
-
-### Command Overview
-
-| Command | Purpose | When to Use |
-|---------|---------|-------------|
-| `init` | Initialize agent project | Creating a new agent or updating schema |
-| `run` | Execute agent | Running agent locally or testing |
-| `eval` | Evaluate agent | Testing agent performance with evaluation sets |
-
----
-
-### `uipath init`
-
-**Description:** Initialize the project.
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--no-agents-md-override` | flag | false | Won't override existing .agent files and AGENTS.md file. |
-
-**Usage Examples:**
-
-```bash
-# Initialize a new agent project
-uv run uipath init
-
-# Initialize with specific entrypoint
-uv run uipath init main.py
-
-# Initialize and infer bindings from code
-uv run uipath init --infer-bindings
-```
-
-**When to use:** Run this command when you've modified the Input/Output models and need to regenerate the `uipath.json` schema file.
-
----
-
-### `uipath run`
-
-**Description:** Execute the project.
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `input` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--resume` | flag | false | Resume execution from a previous state |
-| `-f`, `--file` | value | `Sentinel.UNSET` | File path for the .json input |
-| `--input-file` | value | `Sentinel.UNSET` | Alias for '-f/--file' arguments |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where the trace spans will be written (JSON Lines format) |
-| `--state-file` | value | `Sentinel.UNSET` | File path where the state file is stored for persisting execution state. If not provided, a temporary file will be used. |
-| `--debug` | flag | false | Enable debugging with debugpy. The process will wait for a debugger to attach. |
-| `--debug-port` | value | `5678` | Port for the debug server (default: 5678) |
-| `--keep-state-file` | flag | false | Keep the temporary state file even when not resuming and no job id is provided |
-
-**Usage Examples:**
-
-```bash
-# Run agent with inline JSON input
-uv run uipath run main.py '{"query": "What is the weather?"}'
-
-# Run agent with input from file
-uv run uipath run main.py --file input.json
-
-# Run agent and save output to file
-uv run uipath run agent '{"task": "Process data"}' --output-file result.json
-
-# Run agent with debugging enabled
-uv run uipath run main.py '{"input": "test"}' --debug --debug-port 5678
-
-# Resume agent execution from previous state
-uv run uipath run --resume
-```
-
-**When to use:** Run this command to execute your agent locally for development, testing, or debugging. Use `--debug` flag to attach a debugger for step-by-step debugging.
-
----
-
-### `uipath eval`
-
-**Description:** Run an evaluation set against the agent.
-
-    Args:
-        entrypoint: Path to the agent script to evaluate (optional, will auto-discover if not specified)
-        eval_set: Path to the evaluation set JSON file (optional, will auto-discover if not specified)
-        eval_ids: Optional list of evaluation IDs
-        eval_set_run_id: Custom evaluation set run ID (optional, will generate UUID if not specified)
-        workers: Number of parallel workers for running evaluations
-        no_report: Do not report the evaluation results
-        enable_mocker_cache: Enable caching for LLM mocker responses
-        report_coverage: Report evaluation coverage
-        model_settings_id: Model settings ID to override agent settings
-        trace_file: File path where traces will be written in JSONL format
-        max_llm_concurrency: Maximum concurrent LLM requests
-        input_overrides: Input field overrides mapping (direct field override with deep merge)
-        resume: Resume execution from a previous suspended state
-    
-
-**Arguments:**
-
-| Argument | Required | Description |
-|----------|----------|-------------|
-| `entrypoint` | No | N/A |
-| `eval_set` | No | N/A |
-
-**Options:**
-
-| Option | Type | Default | Description |
-|--------|------|---------|-------------|
-| `--eval-set-run-id` | value | `Sentinel.UNSET` | Custom evaluation set run ID (if not provided, a UUID will be generated) |
-| `--no-report` | flag | false | Do not report the evaluation results |
-| `--workers` | value | `1` | Number of parallel workers for running evaluations (default: 1) |
-| `--output-file` | value | `Sentinel.UNSET` | File path where the output will be written |
-| `--enable-mocker-cache` | flag | false | Enable caching for LLM mocker responses |
-| `--report-coverage` | flag | false | Report evaluation coverage |
-| `--model-settings-id` | value | `"default"` | Model settings ID from evaluation set to override agent settings (default: 'default') |
-| `--trace-file` | value | `Sentinel.UNSET` | File path where traces will be written in JSONL format |
-| `--max-llm-concurrency` | value | `20` | Maximum concurrent LLM requests (default: 20) |
-| `--resume` | flag | false | Resume execution from a previous suspended state |
-
-**Usage Examples:**
-
-```bash
-# Run evaluation with auto-discovered files
-uv run uipath eval
-
-# Run evaluation with specific entrypoint and eval set
-uv run uipath eval main.py eval_set.json
-
-# Run evaluation without reporting results
-uv run uipath eval --no-report
-
-# Run evaluation with custom number of workers
-uv run uipath eval --workers 4
-
-# Save evaluation output to file
-uv run uipath eval --output-file eval_results.json
-```
-
-**When to use:** Run this command to test your agent's performance against a predefined evaluation set. This helps validate agent behavior and measure quality metrics.
-
----
-
-### Common Workflows
-
-**1. Creating a New Agent:**
-```bash
-# Step 1: Initialize project
-uv run uipath init
-
-# Step 2: Run agent to test
-uv run uipath run main.py '{"input": "test"}'
-
-# Step 3: Evaluate agent performance
-uv run uipath eval
-```
-
-**2. Development & Testing:**
-```bash
-# Run with debugging
-uv run uipath run main.py '{"input": "test"}' --debug
-
-# Test with input file
-uv run uipath run main.py --file test_input.json --output-file test_output.json
-```
-
-**3. Schema Updates:**
-```bash
-# After modifying Input/Output models, regenerate schema
-uv run uipath init --infer-bindings
-```
-
-### Configuration File (uipath.json)
-
-The `uipath.json` file is automatically generated by `uipath init` and defines your agent's schema and bindings.
-
-**Structure:**
-
-```json
-{
-  "entryPoints": [
-    {
-      "filePath": "agent",
-      "uniqueId": "uuid-here",
-      "type": "agent",
-      "input": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Input schema",
-        "required": [ ... ]
-      },
-      "output": {
-        "type": "object",
-        "properties": { ... },
-        "description": "Output schema",
-        "required": [ ... ]
-      }
-    }
-  ],
-  "bindings": {
-    "version": "2.0",
-    "resources": []
-  }
-}
-```
-
-**When to Update:**
-
-1. **After Modifying Input/Output Models**: Run `uv run uipath init --infer-bindings` to regenerate schemas
-2. **Changing Entry Point**: Update `filePath` if you rename or move your main file
-3. **Manual Schema Adjustments**: Edit `input.jsonSchema` or `output.jsonSchema` directly if needed
-4. **Bindings Updates**: The `bindings` section maps the exported graph variable - update if you rename your graph
-
-**Important Notes:**
-
-- The `uniqueId` should remain constant for the same agent
-- Always use `type: "agent"` for LangGraph agents
-- The `jsonSchema` must match your Pydantic models exactly
-- Re-run `uipath init --infer-bindings` instead of manual edits when possible
-
-
-## Service Commands Reference
-
-The UiPath CLI provides commands for interacting with UiPath platform services. These commands allow you to manage buckets, assets, jobs, and other resources.
-
-### `uipath assets`
-
-Manage UiPath assets.
-
-    Assets are key-value pairs that store configuration data, credentials,
-    and settings used by automation processes.
-
-    \b
-    Examples:
-        # List all assets in a folder
-        uipath assets list --folder-path "Shared"
-
-        # List with filter
-        uipath assets list --filter "ValueType eq 'Text'"
-
-        # List with ordering
-        uipath assets list --orderby "Name asc"
-    
-
-**Subcommands:**
-
-**`uipath assets list`**
-
-List assets in a folder.
-
-    \b
-    Examples:
-        uipath assets list
-        uipath assets list --folder-path "Shared"
-        uipath assets list --filter "ValueType eq 'Text'"
-        uipath assets list --filter "Name eq 'MyAsset'"
-        uipath assets list --orderby "Name asc"
-        uipath assets list --top 50 --skip 100
-    
-
-Options:
-- `--filter`: OData $filter expression (default: `Sentinel.UNSET`)
-- `--orderby`: OData $orderby expression (default: `Sentinel.UNSET`)
-- `--top`: Maximum number of items to return (default: 100, max: 1000) (default: `100`)
-- `--skip`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
-### `uipath buckets`
-
-Manage UiPath storage buckets and files.
-
-Buckets are cloud storage containers for files used by automation processes.
-
-
-Bucket Operations:
-    list      - List all buckets
-    create    - Create a new bucket
-    delete    - Delete a bucket
-    retrieve  - Get bucket details
-    exists    - Check if bucket exists
-
-
-File Operations (use 'buckets files' subcommand):
-    files list     - List files in a bucket
-    files search   - Search files using glob patterns
-    files upload   - Upload a file to a bucket
-    files download - Download a file from a bucket
-    files delete   - Delete a file from a bucket
-    files exists   - Check if a file exists
-
-
-Examples:
-    
-    # Bucket operations with explicit folder
-    uipath buckets list --folder-path "Shared"
-    uipath buckets create my-bucket --description "Data storage"
-    uipath buckets exists my-bucket
-    uipath buckets delete my-bucket --confirm
-    
-    # Using environment variable for folder context
-    export UIPATH_FOLDER_PATH="Shared"
-    uipath buckets list
-    uipath buckets create my-bucket --description "Data storage"
-    
-    # File operations
-    uipath buckets files list my-bucket
-    uipath buckets files search my-bucket "*.pdf"
-    uipath buckets files upload my-bucket ./data.csv remote/data.csv
-    uipath buckets files download my-bucket data.csv ./local.csv
-    uipath buckets files delete my-bucket old-data.csv --confirm
-    uipath buckets files exists my-bucket data.csv
-
-
-**Subcommands:**
-
-**`uipath buckets create`**
-
-Create a new Bucket.
-
-Examples:
-    uipath buckets create my-resource
-    uipath buckets create my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--description`: Bucket description
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets delete`**
-
-Delete a bucket.
-
-    
-    Examples:
-        uipath buckets delete my-bucket --confirm
-        uipath buckets delete my-bucket --dry-run
-    
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted without deleting
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets exists`**
-
-Check if a Bucket exists.
-
-Examples:
-    uipath buckets exists my-resource
-    uipath buckets exists my-resource --folder-path Shared
-
-
-Arguments:
-- `name` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-#### `uipath buckets files`
-
-Manage files within buckets.
-
-    
-    Examples:
-        
-        # List files in a bucket
-        uipath buckets files list my-bucket
-        
-        # Search for files with glob pattern
-        uipath buckets files search my-bucket "*.pdf"
-        
-        # Upload a file
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        
-        # Download a file
-        uipath buckets files download my-bucket data.csv ./local.csv
-        
-        # Delete a file
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        
-        # Check if file exists
-        uipath buckets files exists my-bucket data.csv
-    
-
-**`uipath buckets files delete`**
-
-Delete a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files delete my-bucket old-data.csv --confirm
-        uipath buckets files delete reports archive/old.pdf --dry-run
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--confirm`: Skip confirmation prompt
-- `--dry-run`: Show what would be deleted
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files download`**
-
-Download a file from a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        REMOTE_PATH: Path to file in bucket
-        LOCAL_PATH: Local destination path
-
-    
-    Examples:
-        uipath buckets files download my-bucket data.csv ./downloads/data.csv
-        uipath buckets files download reports monthly/report.pdf ./report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `remote_path` (required): N/A
-- `local_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files exists`**
-
-Check if a file exists in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        FILE_PATH: Path to file in bucket
-
-    
-    Examples:
-        uipath buckets files exists my-bucket data.csv
-        uipath buckets files exists reports monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `file_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files list`**
-
-List files in a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-
-    
-    Examples:
-        uipath buckets files list my-bucket
-        uipath buckets files list my-bucket --prefix "data/"
-        uipath buckets files list reports --limit 10 --format json
-        uipath buckets files list my-bucket --all
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-
-Options:
-- `--prefix`: Filter files by prefix (default: ``)
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of files to skip (default: `0`)
-- `--all`: Fetch all files (auto-paginate)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files search`**
-
-Search for files using glob patterns.
-
-    Uses the GetFiles API which supports glob patterns like *.pdf or data_*.csv.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        PATTERN: Glob pattern to match files (e.g., "*.pdf", "data_*.csv")
-
-    
-    Examples:
-        uipath buckets files search my-bucket "*.pdf"
-        uipath buckets files search reports "*.csv" --recursive
-        uipath buckets files search my-bucket "data_*.json" --prefix "archive/"
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `pattern` (required): N/A
-
-Options:
-- `--prefix`: Directory path to search in (default: ``)
-- `--recursive`: Search subdirectories recursively
-- `--limit`: Maximum number of files to return (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets files upload`**
-
-Upload a file to a bucket.
-
-    
-    Arguments:
-        BUCKET_NAME: Name of the bucket
-        LOCAL_PATH: Local file to upload
-        REMOTE_PATH: Destination path in bucket
-
-    
-    Examples:
-        uipath buckets files upload my-bucket ./data.csv remote/data.csv
-        uipath buckets files upload reports ./report.pdf monthly/report.pdf
-    
-
-Arguments:
-- `bucket_name` (required): N/A
-- `local_path` (required): N/A
-- `remote_path` (required): N/A
-
-Options:
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets list`**
-
-List all Buckets.
-
-Examples:
-    uipath buckets list
-    uipath buckets list --folder-path Shared
-
-
-Options:
-- `--limit`: Maximum number of items to return (default: `Sentinel.UNSET`)
-- `--offset`: Number of items to skip (default: `0`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
-**`uipath buckets retrieve`**
-
-Retrieve a bucket by name or key.
-
-    
-    Examples:
-        uipath buckets retrieve --name "my-bucket"
-        uipath buckets retrieve --key "abc-123-def-456" --format json
-    
-
-Options:
-- `--name`: Bucket name (default: `Sentinel.UNSET`)
-- `--key`: Bucket key (UUID) (default: `Sentinel.UNSET`)
-- `--folder-path`: Folder path (e.g., "Shared"). Can also be set via UIPATH_FOLDER_PATH environment variable. (default: `Sentinel.UNSET`)
-- `--folder-key`: Folder key (UUID) (default: `Sentinel.UNSET`)
-- `--format`: Output format (overrides global) (default: `Sentinel.UNSET`)
-- `--output`, `-o`: Output file (overrides global) (default: `Sentinel.UNSET`)
-
----
-
diff --git a/src/uipath/_resources/REQUIRED_STRUCTURE.md b/src/uipath/_resources/REQUIRED_STRUCTURE.md
deleted file mode 100644
index 832fe51bf..000000000
--- a/src/uipath/_resources/REQUIRED_STRUCTURE.md
+++ /dev/null
@@ -1,64 +0,0 @@
-## Required Agent Structure
-
-**IMPORTANT**: All UiPath coded agents MUST follow this standard structure unless explicitly specified otherwise by the user.
-
-### Required Components
-
-Every agent implementation MUST include these two Pydantic models:
-
-```python
-from pydantic import BaseModel
-
-class Input(BaseModel):
-    """Define input fields that the agent accepts"""
-    # Add your input fields here
-    pass
-
-class Output(BaseModel):
-    """Define output fields that the agent returns"""
-    # Add your output fields here
-    pass
-```
-
-### SDK Initialization
-
-```python
-from uipath.platform import UiPath
-
-# Initialize with environment variables
-uipath = UiPath()
-
-# With explicit credentials
-uipath = UiPath(base_url="https://cloud.uipath.com/...", secret="your_token")
-
-# Or with client_id and client_secret
-uipath = UiPath(
-    client_id=UIPATH_CLIENT_ID,
-    client_secret=UIPATH_CLIENT_SECRET,
-    scope=UIPATH_SCOPE,
-    base_url=UIPATH_URL
-)
-```
-
-### Standard Agent Template
-
-Every agent should follow this basic structure:
-
-```python
-from uipath.platform import UiPath
-from pydantic import BaseModel
-
-# 1. Define Input, and Output models
-class Input(BaseModel):
-    field: str
-
-class Output(BaseModel):
-    result: str
-
-# 2. Initialize with environment variables
-uipath = UiPath()
-
-# 3. Define the main function (the main function can be named "main", "run" or "execute")
-def main(input_data: Input) -> Output:
-     pass
-```
diff --git a/src/uipath/eval/_helpers/__init__.py b/src/uipath/eval/_helpers/__init__.py
deleted file mode 100644
index e09b3b051..000000000
--- a/src/uipath/eval/_helpers/__init__.py
+++ /dev/null
@@ -1,3 +0,0 @@
-from .helpers import auto_discover_entrypoint
-
-__all__ = ["auto_discover_entrypoint"]
diff --git a/src/uipath/eval/mocks/__init__.py b/src/uipath/eval/mocks/__init__.py
deleted file mode 100644
index 99feb85f3..000000000
--- a/src/uipath/eval/mocks/__init__.py
+++ /dev/null
@@ -1,8 +0,0 @@
-"""Mock interface."""
-
-from uipath._cli._evals._models._mocks import ExampleCall
-from uipath._cli._evals.mocks.mocks import is_tool_simulated
-
-from .mockable import mockable
-
-__all__ = ["ExampleCall", "mockable", "is_tool_simulated"]
diff --git a/src/uipath/platform/common/auth.py b/src/uipath/platform/common/auth.py
deleted file mode 100644
index 03d891940..000000000
--- a/src/uipath/platform/common/auth.py
+++ /dev/null
@@ -1,16 +0,0 @@
-"""Module defining the TokenData model for authentication tokens."""
-
-from typing import Optional
-
-from pydantic import BaseModel
-
-
-class TokenData(BaseModel):
-    """Pydantic model for token data structure."""
-
-    access_token: str
-    refresh_token: Optional[str] = None
-    expires_in: Optional[int] = None
-    token_type: Optional[str] = None
-    scope: Optional[str] = None
-    id_token: Optional[str] = None
diff --git a/src/uipath/utils/__init__.py b/src/uipath/utils/__init__.py
deleted file mode 100644
index 35b369b86..000000000
--- a/src/uipath/utils/__init__.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from ._endpoints_manager import EndpointManager  # noqa: D104
-
-__all__ = [
-    "EndpointManager",
-]
diff --git a/testcases/eval-input-overrides/uv.lock b/testcases/eval-input-overrides/uv.lock
deleted file mode 100644
index 54fe3232c..000000000
--- a/testcases/eval-input-overrides/uv.lock
+++ /dev/null
@@ -1,1501 +0,0 @@
-version = 1
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-requires-python = ">=3.11"
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-]
-
-[[package]]
-name = "aiohttp"
-version = "3.13.3"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "aiohappyeyeballs" },
-    { name = "aiosignal" },
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diff --git a/tests/cli/utils/test_dynamic_schema.py b/tests/cli/utils/test_dynamic_schema.py
deleted file mode 100644
index 13d86c146..000000000
--- a/tests/cli/utils/test_dynamic_schema.py
+++ /dev/null
@@ -1,105 +0,0 @@
-from enum import Enum
-
-from pydantic import BaseModel, Field
-
-from uipath.utils.dynamic_schema import jsonschema_to_pydantic
-
-
-def atest_dynamic_schema():
-    # Arrange
-    class InnerSchema(BaseModel):
-        """Inner schema description including a self-reference."""
-
-        self_reference: "InnerSchema" | None = None
-
-    class CustomEnum(str, Enum):
-        KEY_1 = "VALUE_1"
-        KEY_2 = "VALUE_2"
-
-    class Schema(BaseModel):
-        """Schema description."""
-
-        string: str = Field(
-            default="", title="String Title", description="String Description"
-        )
-        optional_string: str | None = Field(
-            default=None,
-            title="Optional String Title",
-            description="Optional String Description",
-        )
-        list_str: list[str] = Field(
-            default=[], title="List String", description="List String Description"
-        )
-
-        integer: int = Field(
-            default=0, title="Integer Title", description="Integer Description"
-        )
-        optional_integer: int | None = Field(
-            default=None,
-            title="Option Integer Title",
-            description="Option Integer Description",
-        )
-        list_integer: list[int] = Field(
-            default=[],
-            title="List Integer Title",
-            description="List Integer Description",
-        )
-
-        floating: float = Field(
-            default=0.0, title="Floating Title", description="Floating Description"
-        )
-        optional_floating: float | None = Field(
-            default=None,
-            title="Option Floating Title",
-            description="Option Floating Description",
-        )
-        list_floating: list[float] = Field(
-            default=[],
-            title="List Floating Title",
-            description="List Floating Description",
-        )
-
-        boolean: bool = Field(
-            default=False, title="Boolean Title", description="Boolean Description"
-        )
-        optional_boolean: bool | None = Field(
-            default=None,
-            title="Option Boolean Title",
-            description="Option Boolean Description",
-        )
-        list_boolean: list[bool] = Field(
-            default=[],
-            title="List Boolean Title",
-            description="List Boolean Description",
-        )
-
-        nested_object: InnerSchema = Field(
-            default=InnerSchema(self_reference=None),
-            title="Nested Object Title",
-            description="Nested Object Description",
-        )
-        optional_nested_object: InnerSchema | None = Field(
-            default=None,
-            title="Optional Nested Object Title",
-            description="Optional Nested Object Description",
-        )
-        list_nested_object: list[InnerSchema] = Field(
-            default=[],
-            title="List Nested Object Title",
-            description="List Nested Object Description",
-        )
-
-        enum: CustomEnum = Field(
-            default=CustomEnum.KEY_1,
-            title="Enum Title",
-            description="Enum Description",
-        )
-
-    schema_json = Schema.model_json_schema()
-
-    # Act
-    dynamic_schema = jsonschema_to_pydantic(schema_json)
-    dynamic_schema_json = dynamic_schema.model_json_schema()
-
-    # Assert
-    assert dynamic_schema_json == schema_json
diff --git a/tests/evaluators/test_evaluator_aggregation.py b/tests/evaluators/test_evaluator_aggregation.py
deleted file mode 100644
index 46a587cc0..000000000
--- a/tests/evaluators/test_evaluator_aggregation.py
+++ /dev/null
@@ -1,443 +0,0 @@
-"""Test module for evaluation result aggregation logic.
-
-This module tests the deduplication and aggregation functionality
-in UiPathEvalOutput.calculate_final_score().
-"""
-
-import uuid
-
-import pytest
-
-from uipath._cli._evals._models._output import (
-    EvaluationResultDto,
-    EvaluationRunResult,
-    EvaluationRunResultDto,
-    UiPathEvalOutput,
-)
-
-
-class TestEvaluationResultAggregation:
-    """Test evaluation result aggregation with deduplication in UiPathEvalOutput."""
-
-    def test_calculate_final_score_empty(self) -> None:
-        """Test evaluation result aggregation with empty results."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        assert final_score == 0.0
-        assert agg_metrics == {}
-
-    def test_calculate_final_score_single_evaluator(self) -> None:
-        """Test evaluation result aggregation with single evaluator across multiple datapoints."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        )
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test2",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        )
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test3",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.6),
-                        )
-                    ],
-                ),
-            ],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        expected_avg = (0.8 + 1.0 + 0.6) / 3  # 0.8
-        assert final_score == pytest.approx(expected_avg)
-        assert agg_metrics == {"ExactMatchEvaluator": pytest.approx(expected_avg)}
-
-    def test_calculate_final_score_multiple_evaluators(self) -> None:
-        """Test evaluation result aggregation with multiple evaluators."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ContainsEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.9),
-                        ),
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test2",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ContainsEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.7),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        # ExactMatch avg: (0.8 + 1.0) / 2 = 0.9
-        # Contains avg: (0.9 + 0.7) / 2 = 0.8
-        # Final avg: (0.9 + 0.8) / 2 = 0.85
-        assert final_score == pytest.approx(0.85)
-        assert agg_metrics == {
-            "ExactMatchEvaluator": pytest.approx(0.9),
-            "ContainsEvaluator": pytest.approx(0.8),
-        }
-
-    def test_calculate_final_score_with_deduplication(self) -> None:
-        """Test evaluation result aggregation with duplicate evaluator results on same datapoint."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        # Multiple ExactMatch results for same datapoint (should be averaged)
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",  # Duplicate!
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",  # Another duplicate!
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.6),
-                        ),
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test2",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.5),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        # datapoint1 ExactMatch avg: (0.8 + 1.0 + 0.6) / 3 = 0.8
-        # datapoint2 ExactMatch: 0.5
-        # Overall ExactMatch avg: (0.8 + 0.5) / 2 = 0.65
-        assert final_score == pytest.approx(0.65)
-        assert agg_metrics == {"ExactMatchEvaluator": pytest.approx(0.65)}
-
-    def test_calculate_final_score_with_weights(self) -> None:
-        """Test evaluation result aggregation with evaluator weights."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ContainsEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.6),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        # Give ExactMatch twice the weight of Contains
-        weights = {
-            "ExactMatchEvaluator": 2.0,
-            "ContainsEvaluator": 1.0,
-        }
-
-        final_score, agg_metrics = eval_output.calculate_final_score(weights)
-
-        # Weighted average: (0.8 * 2.0 + 0.6 * 1.0) / (2.0 + 1.0) = 2.2 / 3 = 0.733...
-        expected_weighted_avg = (0.8 * 2.0 + 0.6 * 1.0) / 3.0
-        assert final_score == pytest.approx(expected_weighted_avg)
-        assert agg_metrics == {
-            "ExactMatchEvaluator": pytest.approx(0.8),
-            "ContainsEvaluator": pytest.approx(0.6),
-        }
-
-    def test_calculate_final_score_missing_weights(self) -> None:
-        """Test evaluation result aggregation when some evaluators are missing from weights dict."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="UnknownEvaluator",  # Not in weights
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.6),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        weights = {"ExactMatchEvaluator": 2.0}  # Missing UnknownEvaluator
-
-        final_score, agg_metrics = eval_output.calculate_final_score(weights)
-
-        # UnknownEvaluator gets default weight of 1.0
-        # Weighted average: (0.8 * 2.0 + 0.6 * 1.0) / (2.0 + 1.0) = 2.2 / 3
-        expected_weighted_avg = (0.8 * 2.0 + 0.6 * 1.0) / 3.0
-        assert final_score == pytest.approx(expected_weighted_avg)
-
-    def test_calculate_final_score_custom_default_weight(self) -> None:
-        """Test evaluation result aggregation with custom default weight."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="UnknownEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.6),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        weights = {"ExactMatchEvaluator": 2.0}
-        default_weight = 0.5  # Custom default weight
-
-        final_score, agg_metrics = eval_output.calculate_final_score(
-            weights, default_weight
-        )
-
-        # UnknownEvaluator gets default weight of 0.5
-        # Weighted average: (0.8 * 2.0 + 0.6 * 0.5) / (2.0 + 0.5) = 1.9 / 2.5 = 0.76
-        expected_weighted_avg = (0.8 * 2.0 + 0.6 * 0.5) / 2.5
-        assert final_score == pytest.approx(expected_weighted_avg)
-
-    def test_calculate_final_score_complex_scenario(self) -> None:
-        """Test evaluation result aggregation with complex scenario."""
-        # Scenario:
-        # datapoint1: ExactMatch[0.5, 1.0] (avg=0.75), Contains[1.0], ToolCallCount[1.0]
-        # datapoint2: ExactMatch[0.0], Contains[1.0]
-        # datapoint3: ExactMatch[1.0], ToolCallCount[1.0]
-        # Expected per evaluator:
-        # ExactMatch: (0.75 + 0.0 + 1.0) / 3 = 0.583
-        # Contains: (1.0 + 1.0) / 2 = 1.0
-        # ToolCallCount: (1.0 + 1.0) / 2 = 1.0
-
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatch",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.5),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatch",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="Contains",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ToolCallCount",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test2",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatch",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="Contains",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test3",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatch",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ToolCallCount",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        expected_exact_match = (0.75 + 0.0 + 1.0) / 3  # 0.583
-        expected_contains = 1.0
-        expected_tool_count = 1.0
-        expected_final = (
-            expected_exact_match + expected_contains + expected_tool_count
-        ) / 3
-
-        assert final_score == pytest.approx(expected_final)
-        assert agg_metrics == {
-            "ExactMatch": pytest.approx(expected_exact_match),
-            "Contains": pytest.approx(expected_contains),
-            "ToolCallCount": pytest.approx(expected_tool_count),
-        }
-
-    def test_calculate_final_score_single_datapoint_single_evaluator(self) -> None:
-        """Test simplest case: single datapoint, single evaluator."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.85),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        assert final_score == pytest.approx(0.85)
-        assert agg_metrics == {"ExactMatchEvaluator": pytest.approx(0.85)}
-
-    def test_calculate_final_score_different_evaluators_per_datapoint(self) -> None:
-        """Test when different datapoints have different evaluators."""
-        eval_output = UiPathEvalOutput(
-            evaluation_set_name="test_set",
-            evaluation_set_results=[
-                EvaluationRunResult(
-                    evaluation_name="test1",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.8),
-                        ),
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test2",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ContainsEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.9),
-                        ),
-                    ],
-                ),
-                EvaluationRunResult(
-                    evaluation_name="test3",
-                    evaluation_run_results=[
-                        EvaluationRunResultDto(
-                            evaluator_name="ExactMatchEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=1.0),
-                        ),
-                        EvaluationRunResultDto(
-                            evaluator_name="ContainsEvaluator",
-                            evaluator_id=str(uuid.uuid4()),
-                            result=EvaluationResultDto(score=0.7),
-                        ),
-                    ],
-                ),
-            ],
-        )
-
-        final_score, agg_metrics = eval_output.calculate_final_score()
-
-        # ExactMatch: (0.8 + 1.0) / 2 = 0.9 (appears in test1 and test3)
-        # Contains: (0.9 + 0.7) / 2 = 0.8 (appears in test2 and test3)
-        # Final: (0.9 + 0.8) / 2 = 0.85
-        assert final_score == pytest.approx(0.85)
-        assert agg_metrics == {
-            "ExactMatchEvaluator": pytest.approx(0.9),
-            "ContainsEvaluator": pytest.approx(0.8),
-        }
diff --git a/tests/functions/test_unwrap_decorated.py b/tests/functions/test_unwrap_decorated.py
deleted file mode 100644
index d53bf6eb7..000000000
--- a/tests/functions/test_unwrap_decorated.py
+++ /dev/null
@@ -1,73 +0,0 @@
-"""Tests that the functions runtime correctly unwraps decorated functions."""
-
-import textwrap
-
-import pytest
-
-from uipath.functions.runtime import UiPathFunctionsRuntime
-
-
-@pytest.fixture
-def decorated_module(tmp_path):
-    """Create a module with a decorated function using functools.wraps."""
-    (tmp_path / "decorated.py").write_text(
-        textwrap.dedent("""\
-        import functools
-        from dataclasses import dataclass
-
-
-        @dataclass
-        class TreeNode:
-            value: int
-            left: "TreeNode | None" = None
-            right: "TreeNode | None" = None
-
-
-        @dataclass
-        class TreeStats:
-            total_nodes: int
-            max_value: int
-
-
-        def mock_traced(func):
-            @functools.wraps(func)
-            async def wrapper(*args, **kwargs):
-                return await func(*args, **kwargs)
-            return wrapper
-
-
-        @mock_traced
-        async def main(input: TreeNode) -> TreeStats:
-            return TreeStats(total_nodes=1, max_value=input.value)
-        """)
-    )
-    return tmp_path / "decorated.py"
-
-
-@pytest.mark.asyncio
-async def test_get_schema_unwraps_decorated_function(decorated_module):
-    """get_schema should see through decorators to find the original type hints."""
-    runtime = UiPathFunctionsRuntime(str(decorated_module), "main", "decorated")
-    schema = await runtime.get_schema()
-
-    # The input schema should reflect TreeNode, not be empty
-    assert schema.input is not None
-    props = schema.input.get("properties", {})
-    assert "value" in props
-
-    # The output schema should reflect TreeStats
-    assert schema.output is not None
-    out_props = schema.output.get("properties", {})
-    assert "total_nodes" in out_props
-    assert "max_value" in out_props
-
-
-@pytest.mark.asyncio
-async def test_execute_unwraps_decorated_function(decorated_module):
-    """execute should unwrap the decorator to read the signature, but still call the wrapper."""
-    runtime = UiPathFunctionsRuntime(str(decorated_module), "main", "decorated")
-    result = await runtime.execute({"value": 42})
-
-    assert isinstance(result.output, dict)
-    assert result.output["total_nodes"] == 1
-    assert result.output["max_value"] == 42
diff --git a/tests/sdk/services/test_base_service.py b/tests/sdk/services/test_base_service.py
deleted file mode 100644
index 7a17e569a..000000000
--- a/tests/sdk/services/test_base_service.py
+++ /dev/null
@@ -1,102 +0,0 @@
-import pytest
-from pytest_httpx import HTTPXMock
-
-from uipath._utils.constants import HEADER_USER_AGENT
-from uipath.platform import UiPathApiConfig, UiPathExecutionContext
-from uipath.platform.common._base_service import BaseService
-
-
-@pytest.fixture
-def service(
-    config: UiPathApiConfig, execution_context: UiPathExecutionContext
-) -> BaseService:
-    return BaseService(config=config, execution_context=execution_context)
-
-
-class TestBaseService:
-    def test_init_base_service(self, service: BaseService):
-        assert service is not None
-
-    def test_base_service_default_headers(self, service: BaseService, secret: str):
-        assert service.default_headers == {
-            "Accept": "application/json",
-            "Authorization": f"Bearer {secret}",
-        }
-
-    class TestRequest:
-        def test_simple_request(
-            self,
-            httpx_mock: HTTPXMock,
-            service: BaseService,
-            base_url: str,
-            org: str,
-            tenant: str,
-            version: str,
-            secret: str,
-        ):
-            endpoint = "/endpoint"
-
-            httpx_mock.add_response(
-                url=f"{base_url}{org}{tenant}{endpoint}",
-                status_code=200,
-                json={"test": "test"},
-            )
-
-            response = service.request("GET", endpoint)
-
-            sent_request = httpx_mock.get_request()
-            if sent_request is None:
-                raise Exception("No request was sent")
-
-            assert sent_request.method == "GET"
-            assert sent_request.url == f"{base_url}{org}{tenant}{endpoint}"
-
-            assert HEADER_USER_AGENT in sent_request.headers
-            assert (
-                sent_request.headers[HEADER_USER_AGENT]
-                == f"UiPath.Python.Sdk/UiPath.Python.Sdk.Activities.TestRequest.test_simple_request/{version}"
-            )
-            assert sent_request.headers["Authorization"] == f"Bearer {secret}"
-
-            assert response is not None
-            assert response.status_code == 200
-            assert response.json() == {"test": "test"}
-
-    class TestRequestAsync:
-        @pytest.mark.anyio
-        async def test_simple_request_async(
-            self,
-            httpx_mock: HTTPXMock,
-            service: BaseService,
-            base_url: str,
-            org: str,
-            tenant: str,
-            version: str,
-            secret: str,
-        ):
-            endpoint = "/endpoint"
-            httpx_mock.add_response(
-                url=f"{base_url}{org}{tenant}{endpoint}",
-                status_code=200,
-                json={"test": "test"},
-            )
-
-            response = await service.request_async("GET", endpoint)
-
-            sent_request = httpx_mock.get_request()
-            if sent_request is None:
-                raise Exception("No request was sent")
-
-            assert sent_request.method == "GET"
-            assert sent_request.url == f"{base_url}{org}{tenant}{endpoint}"
-
-            assert HEADER_USER_AGENT in sent_request.headers
-            assert (
-                sent_request.headers[HEADER_USER_AGENT]
-                == f"UiPath.Python.Sdk/UiPath.Python.Sdk.Activities.TestRequestAsync.test_simple_request_async/{version}"
-            )
-            assert sent_request.headers["Authorization"] == f"Bearer {secret}"
-
-            assert response is not None
-            assert response.status_code == 200
-            assert response.json() == {"test": "test"}