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 feed a controlled learning loop.

then closes the loop with an agent layer

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

observes usage, scores quality, detects knowledge gaps

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

proposes governed updates back into the corpus

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf