Conventional retrieval-augmented generation provides limited understanding of whether a retrieved statement is foundational policy, provisional guidance, outdated tribal knowledge, or a direct contradiction, which weakens decision reliability.

with limited understanding of whether a retrieved statement is foundational policy

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

provisional guidance, outdated tribal knowledge

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

or a direct contradiction

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf