Pyrana differs from naive RAG by adding atomic claims, graph structure, governance tiers, and learning loops to broad semantic recall so that retrieval becomes more structured, governed, and improvable.

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