Core building blocks

RAG depends on three stages: indexing, retrieval, generation. Keep these concerns separated so each stage can be tested and improved independently.

Production guardrails

  • Keep chunking strategy explicit
  • Retrieve a focused top-K (avoid noisy context)
  • Force source citation in final answers