The deployment outcome is not only a better answer but also a better operational record of how the answer was produced and how the corpus should evolve so that decision traceability and corpus improvement are preserved together.

The result is not just a better answer.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

It is a better operational record of how the answer was produced

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf

and how the corpus should evolve.

— Beyond Retrieval - Pyrana Context Engine Whitepaper.pdf