The architecture requires every learning event to feed back into the corpus through policy-aware controls so that corpus updates remain governed rather than uncontrolled.

Every learning event feeds back into the corpus through policy-aware controls.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

then closes the loop with an agent layer

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

proposes governed updates back into the corpus.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf