A conventional retrieval layer may return nearby SOP language, exception handling notes, and general audit trail guidance, requiring the model to infer which content is binding.

A conventional retrieval layer may return a mix of nearby SOP language, exception handling notes, and general audit trail guidance.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

The model must infer which is binding.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

A line operator asks: "Can I modify the batch record after supervisory sign-off if I document the reason?"

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf