A structural problem in mainstream RAG deployments is loss of governance, because mandatory constraints, policies, and speculative observations are flattened into the same retrieval substrate instead of being treated differently.

Loss of governance.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Mandatory constraints, policies, and speculative observations are flattened into the same retrieval substrate.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Three structural problems persist in mainstream RAG deployments:

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf