Paul, 5 November 2026: two Ring X rejections (UFC 332, The Arena) taught 'fewer Action titles for Ring X', a broad conclusion from the one genre they shared. Lessons now come from what decisions specifically share: a named editorial concept (MMA, boxing, professional wrestling, made-for-TV romance...) from two, or a genre that isn't one of the channel's own from three; a channel's defining genres never make a lesson, and a concept beats a genre for the same decisions. Every lesson is a proposal until confirmed on the Chair (confirm, dismiss, or stop using it); only confirmed lessons apply, and only while learning is on. Also a read-only check of the proposed Ring X correction (wrestling first, MMA events out); the channel's brief is unchanged. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>