From b86ac6f29dcd944aa09fb000a6e4d355ebd77c29 Mon Sep 17 00:00:00 2001 From: zTgx <747674262@qq.com> Date: Mon, 6 Apr 2026 10:24:52 +0800 Subject: [PATCH] docs(README): update development status and architecture description - remove "Not recommended for production yet" from early development warning - add detailed explanation of hybrid algorithm + LLM approach - clarify how Vectorless navigates document structure differently - remove unnecessary separator line before Architecture section --- README.md | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 7dbf6a9..886732f 100644 --- a/README.md +++ b/README.md @@ -10,13 +10,16 @@ -> ⚠️ **Early Development** — API may change. Not recommended for production yet. +> ⚠️ **Early Development** — API may change. ## What is Vectorless? -**Vectorless** is a Rust library for querying structured documents using natural language — without vector databases or embedding models. +**Vectorless** is a Rust library for querying structured documents using natural language — without vector databases or embedding models. -Instead of chunking documents into vectors, Vectorless preserves the document's tree structure and uses an LLM to navigate it — like how a human reads a table of contents. +Instead of chunking documents into vectors, Vectorless preserves the document's tree structure and uses a **hybrid algorithm + LLM approach** to navigate it — like how a human reads a table of contents: + +- **Algorithm** handles "how to walk" — BM25 scoring, tree traversal (fast, deterministic) +- **Pilot (LLM)** handles "where to go" — semantic understanding, ambiguity resolution **Analogy:** Traditional RAG is like searching every word in a book. Vectorless is like reading the table of contents, then going to the right chapter. @@ -139,7 +142,6 @@ async fn main() -> vectorless::Result<()> { | **Feedback Learning** | Improves from user feedback over time | | **Multi-turn Queries** | Handles complex questions with decomposition | ---- ## Architecture