As enterprise AI adoption advances, tolerance for hallucination is dropping, audit expectations are rising, and agentic systems are beginning to act over long-lived knowledge rather than answer one-off questions.

At the same time, tolerance for hallucination is dropping

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

audit expectations are rising

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

and agentic systems are beginning to act over long-lived knowledge rather than answer one-off questions.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf