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

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

Pyrana sits in a distinct position relative to nearby patterns

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf