2ff479d4362b8dfcabf8f1e42c1bad07ed19760318fd5530d03bfc311b77d1c4
active
contextual
empirical
Tolerance for hallucination is decreasing, audit expectations are increasing, and agentic systems are beginning to act over long-lived knowledge rather than answer one-off questions.
Supporting contexts
Quoteverbatim
tolerance for hallucination is dropping
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
audit expectations are rising
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
agentic systems are beginning to act over long-lived knowledge rather than answer one-off questions
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:33:54 PM