The system can improve retrieval using prior operational experience under similar intents and operating conditions so that retrieval quality depends on historical usefulness, not only on static corpus structure.

This allows the system to learn not only which claims exist, but which ones have been useful under similar intents and operating conditions.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

The practical value is straightforward: retrieval can improve based on prior operational experience, not only on static corpus structure.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

which ones have been useful under similar intents and operating conditions

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf