Conventional retrieval-augmented generation may be acceptable in low-risk use cases, but it is not acceptable in regulated or operational settings where stronger controls are required.

In low-risk use cases this may be acceptable.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

In regulated or operational settings, it is not.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Large language models are now expected to participate in workflows that affect regulated operations

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf