32f9b6cb7ef64837cc05c1c2c5bb73c2c2ea68a398acb399a5717b2b6ab33e21
active
contextual
axiomatic
For structure, naive RAG is mostly similarity-based, whereas the Pyrana Context Engine combines graph, vector, and policy-aware fusion so that retrieval uses multiple coordinated signals.
Supporting contexts
Quoteverbatim
Structure
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Mostly similarity-based
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Quoteverbatim
Graph + vector + policy-aware fusion
— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf
Effective from: 7/16/2026, 10:34:57 PM