NNelara Technologies

Protected Project 01

Personal Knowledge RAG

Create a local knowledge base that answers questions from your notes and cites the exact source chunks.

Build Scope

  • FastAPI backend
  • Document upload or folder ingestion
  • SQLite document registry
  • Vector index
  • Question answering endpoint

Data Model

documents(id, title, path, status)
chunks(id, document_id, text, metadata)
embeddings(chunk_id, vector_ref)

Quality Bar

Every answer must cite source titles and say when evidence is missing. No citation means no confident answer.

Final Demo

Ask five real questions. Show retrieved chunks beside each answer and explain one retrieval failure.

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