The Pyrana governance model differs materially from conventional RAG systems because governance is enforced within the corpus rather than outside it.

This creates a materially different trust model from conventional RAG systems

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

where governance is typically enforced outside the corpus rather than within it.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

6.1 Classification-aware control

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf