As enterprise AI use expands, tolerance for hallucination is decreasing, audit expectations are increasing, and agentic systems are beginning to act over long-lived knowledge rather than only answer one-off questions.

At the same time, tolerance for hallucination is dropping, audit expectations are rising,

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

and agentic systems are beginning to act over long-lived knowledge

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

rather than answer one-off questions.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf