In the example subgraph, the system can distinguish a regulated requirement from a local operational note, connect both to the same entity, and decide which one should dominate under governance so that governed knowledge takes precedence appropriately.

Even at this small scale, the difference from chunk retrieval is visible.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

The system can distinguish a regulated requirement from a local operational note,

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

connect both to the same entity, and decide which one should dominate under governance.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf