A structural problem in mainstream RAG deployments is loss of atomicity, because retrieved chunks often combine multiple claims and thereby make provenance, contradiction detection, and approval workflows difficult.

Three structural problems persist in mainstream RAG deployments:

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Loss of atomicity.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Retrieved chunks often combine multiple claims, making provenance, contradiction detection, and approval workflows difficult.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf