Even at small scale, the graph differs visibly from chunk retrieval because it can distinguish a regulated requirement from a local operational note and connect both to the same entity under governance.

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,

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

and decide which one should dominate under governance.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf