Similarity-based retrieval without governance distinctions may be acceptable in low-risk use cases, but it is not acceptable in regulated or operational settings because those environments require stronger control over knowledge quality and status.

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

with limited understanding of whether a retrieved statement is foundational policy, provisional guidance, outdated tribal knowledge, or a direct contradiction

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf