e7a9ada2a1f974831a535cfaa7d60343dd74ae6cb7752f8dc5e86f61b7062dae
active
contextual
empirical
As usage accumulates, the system gains signal about where contradiction, staleness, or missing knowledge are concentrated so that governance and learning can target the most problematic areas of the corpus.
Supporting contexts
Quoteverbatim
As usage accumulates, the system gains additional signal
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Where contradiction, staleness, or missing knowledge are concentrated
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Detects gaps
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
stale claim
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:35:17 PM