Pyrana differs from naive RAG by adding atomic claims, graph structure, governance tiers, and learning loops so that retrieval is more governed and structurally aware than broad semantic recall alone.

Naive RAG

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Fast to prototype; broad semantic recall

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

Adds atomic claims, graph structure, governance tiers, and learning loops

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf