Compared with naive RAG, Pyrana handles contradictions and lifecycle issues at the claim level, whereas naive RAG makes contradictions hard to localize.

Contradiction handling

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Hard to localize

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Claim-level contradiction and lifecycle handling

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf