A naive RAG system would retrieve paragraphs containing terms such as batch record, change, or Packaging Line 3 and leave the model to infer whether the retrieved statements are mandatory requirements or merely local operating notes.

A naive RAG system might retrieve paragraphs mentioning "batch record," "change," or "Packaging Line 3"

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

and leave the model to infer

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

which statements are mandatory requirements versus local operating notes.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf