Completed the first code-based assessment of MixMan recommendation and session-policy learning.
Published a reviewed research checkpoint identifying ranking, moving-intent, and feedback-recording limitations. Seven focused tests and synthetic probes passed; production data coverage and listening quality remain unmeasured.