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PDF-QA Assistant (RAG)

4/5/2024

Built a Retrieval-Augmented Generation system for large PDF collections.

What it includes

  • FAISS vector search with Sentence-Transformers embeddings
  • OpenAI LLM for grounded answers with traceable sources
  • Docker + GitHub Actions for CI/CD and zero-downtime deploys

Outcome

  • Sub-second, cost-efficient answers on arbitrarily large document sets
RAGFAISSSentence-TransformersOpenAIDockerCI/CD