AI Knowledge Assistant

A document-grounded RAG assistant that answers questions from your PDFs.

by Inchara N K

  • Python
  • FastAPI
  • Next.js
  • TypeScript
  • ChromaDB
  • Docker
  • PDF extraction, chunking, embeddings-based semantic search, BM25 keyword search and hybrid retrieval.
  • Improved retrieval with Reciprocal Rank Fusion (RRF), cross-encoder reranking and confidence checks before generating grounded answers.

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