Rag Optimization

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Optimizing Local RAG: Practical Strategies for Code, Documents, and Minimal Dependencies

January 23, 2026

Explore effective local RAG implementations, from leveraging SQLite and Postgres with vector extensions to combining BM25 with semantic search for internal code and complex documents, focusing on minimal dependencies and performance.

Local Rag Rag Optimization Hybrid Search Embedding Models Database Solutions Bm25 Chunking Strategies Agentic Retrieval Minimal Dependencies Code Retrieval