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A platform with built-in and optimized local RAG tools for practical use cases.

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RAGcula

A platform with built-in and optimized local RAG tools for practical use cases.

demo.mp4

Roadmap

  • Simple chat with uploaded document (not optimized for multiple documents)
  • Multiple documents
  • Better UI/UX
  • Tool: Resume consult & fast modification
  • Tool: Chat with (long-ass) scientific papers
  • ...

Tech stack

  • Backend: FastAPI, llama-index, llama-cpp, huggingface
  • Frontend: NextJS, react
  • Database: PostgreSQL, pgvector for vector db, aws-s3 for static files (gonna change to local filesystem)

Run

  • Start frontend cd frontend && npm run dev
  • Start backend cd backend && main.py
  • Currently, you also need an aws-s3 account (change to local soon)

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A platform with built-in and optimized local RAG tools for practical use cases.

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