RAG Patterns (Retrieval-Augmented Generation)

Core Architecture

User Query
    ↓
[Embed query] → vector
    ↓
[Vector DB search] → top-k relevant chunks
    ↓
[Build prompt: system + context chunks + user query]
    ↓
[LLM generate] → answer grounded in retrieved docs

Step 1: Document Ingestion Pipeline