e5d0360923f13f5cd891f2cafe5a9842c5d1a04dfe1eea6c5550da8ff0dae658
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 graph-based resolution.
Supporting contexts
Quoteverbatim
A naive RAG system might retrieve paragraphs mentioning
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
"batch record,"
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
"change,"
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
or "Packaging Line 3"
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:44 PM