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Decisions: long-deadline arm (300 s), adoption needs no unseen regression (Req 5.4), permissive repositories by name only, two AX lanes. Also adds the trained-classifier and joint-optimisation arms to learned-decision-engine. Co-Authored-By: Claude Opus 5.5 <[email protected]>