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document-qa

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IncarnaMind

An AI editor. Every answer shows the page it came from and highlights the quote. Free, open-source desktop app for Mac, Windows and Linux: check your own drafts against your documents, take meeting notes on your computer. Works with ChatGPT, Claude, Gemini or Ollama. A NotebookLM alternative.

  • Updated Oct 25, 2026
  • TypeScript
Long-Trainer

Production-ready RAG framework for Python — multi-tenant chatbots with streaming, tool calling, agent mode (LangGraph), vector search (FAISS), and persistent MongoDB memory. Built on LangChain.

  • Updated Oct 23, 2026
  • Python

Deterministic RAG pipeline - AI powered troubleshooting for ground support equipment. Deterministic RAG pipeline that ingests OEM maintenance manuals, answers with cited sources, and refuses when the documentation doesn't support a claim. Runs fully on-premises, no cloud APIs

  • Updated Mar 10, 2026
  • Python

Multi-tenant RAG reference architecture (Next.js, Supabase, Pinecone): per-tenant isolation, hybrid search, cited answers, LLM failover, and a public hallucination benchmark.

  • Updated Sep 30, 2026
  • TypeScript

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