The Pyrana Context Engine includes an agent layer that observes usage, scores quality, detects knowledge gaps, and proposes governed updates back into the corpus so that retrieval outcomes continuously inform corpus improvement.

then closes the loop with an agent layer

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

that observes usage, scores quality, detects knowledge gaps, and proposes governed updates back into the corpus.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

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

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf