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cli-shell

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Production-ready Retrieval-Augmented Generation (RAG) system using LangChain and Google Gemini. Features hybrid search (Chroma + BM25), reciprocal rank fusion, idempotent document ingestion, persistent SQLite LLM caching, an interactive CLI shell, and a Streamlit UI.

  • Updated Sep 25, 2026
  • Jupyter Notebook

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