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crag

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Imagine a website where users can skip complex navigation and get instant answers with just a question. This project explores how a Corrective-Retrieval-Augmented Generation (CRAG) chatbot reduces server load and network congestion by streamlining interactions-enhancing both efficiency and user experience in a way traditional navigation can't.

  • Updated Feb 22, 2025
  • Python

AutoDocThinker is a production-ready Agentic RAG system that ingests PDFs, DOCX, URLs, and raw text into a Hybrid Search index (ChromaDB + BM25 + RRF + CrossEncoder), then answers natural language queries through four selectable LangGraph workflows — Naive, Advanced, CRAG, and Self-RAG.

  • Updated May 16, 2026
  • Python

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