2522f4aba4da595c26fbd3d6cada9099837fc3ce496bf8e2c1acd28cd4f08306
active
contextual
empirical
A naive RAG system might retrieve paragraphs mentioning 'batch record,' 'change,' or 'Packaging Line 3' and leave the user with text matches rather than governed structural resolution.
Supporting contexts
Quoteverbatim
A naive RAG system might retrieve paragraphs mentioning
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
"batch record," "change," or "Packaging Line 3"
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
and leave
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:49 PM