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JuniorOmega SDK

Sovereign Spatial Engineering & Fabrication Pipeline

Engineered for Apple Silicon (M4/M1) | Powered by MLX & MPS

JuniorOmega is a high-fidelity, low-power spatial data orchestration engine. It bridges the gap between raw edge-sensor ingestion (TrueDepth/LiDAR), manifold SVD topology generation, and automated fabrication (G-code). By leveraging Apple’s mlx.core, JuniorOmega executes high-density tensor math on-device, eliminating cloud latency and traditional PyTorch overhead.

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🛠 Core Architecture

The SDK is organized into five sovereign nodes, now expanded for decentralized edge compute:

• 1. Ingestion (Omni-Vision): Multi-modal data capture across iPad Pro (TrueDepth), MacBook (FaceTime HD), and OAK-D spatial microprocessors.
• 2. Transport (gRPC/NIO): A decentralized "Nervous System" using gRPC to stream 1220-vertex facial/spatial manifolds from Swift-based mobile nodes to the M4 compute core.
• 3. Core (MLX SVD): Executes native Anisotropic Tensor Decomposition ($A = U \Sigma V^T$) to extract surface normals, curvature, and topological stability.
• 4. Sandbox (Mid-Engine): An interactive layer for BitNet/LLM agentic overrides, allowing real-time adjustment of anomaly thresholds before fabrication.
• 5. Fabrication (G-Code): Translates optimized meshes into topology-aware, 3-axis G-code toolpaths using adaptive feedrate and spline interpolation.

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🖥 Command Center UI

JuniorOmega now includes a TradingView-style Web Dashboard for real-time monitoring:

• Live SVD Audit: View stability metrics and curvature coefficients.
• 3D Manifold Preview: Interactive Plotly-driven 3D visualization of incoming point clouds.
• Metal Rendering: Headless Blender integration for high-contrast "Sovereign Gold" artifact shading.

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📋 Requirements

• Hardware: Apple Silicon (M4/M3/M2/M1) | iPad Pro/iPhone (for TrueDepth features).
• OS: macOS 14.0+ (Sonoma/Sequoia) | iOS 17.0+.
• Python: 3.10+ (Optimized for 3.12).
• Key Dependencies: mlx, grpcio, gradio, scipy, trimesh, mediapipe.

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🚀 Installation & Deployment

1. Clone & Environment

git clone https://github.com/JuniorCloudLLC/JuniorOmega.git
cd JuniorOmega
python3 -m venv .venv
source .venv/bin/activate
python3 -m pip install -r requirements.txt

2. Launching the Sovereign Node

To start the gRPC receiver (WOS10 Edge Node) and the Command Center:

# Terminal A: Start the gRPC Listener
python3 omega_orchestrator.py --grpc

# Terminal B: Start the Web Dashboard
python3 ui_controller.py

3. Swift App Deployment

Navigate to swift_app/ and open Package.swift in Xcode. Deploy to a TrueDepth-capable iPhone/iPad to begin streaming spatial data to your local node.

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🔐 Security & Harvester Protocol

JuniorOmega utilizes the Enterprise Harvester for public releases. This ensures:

• IP Protection: Proprietary MLX math kernels are automatically scrubbed and replaced with Community Stubs in public branches.
• Vaulting: Non-manifest artifacts and test data are moved to Vaults/Quarantine to maintain repository hygiene.
• Auditability: Every harvest generates a JSON audit log for regulatory and engineering compliance.

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Identity: Generated for the Lead Architect of JuniorCloud LLC.
Tone: Logic-dense engineering rigor. No fluff. Finalized for Public Release.