Iteration 83 — H-072 MRP Passes the Exam EXAM PASS · B-04 EXAM PHASE COMPLETE · k_v FIGHT DECIDES

In plain words: the batch's final candidate is also its simplest — for each feature, measure its relevance in every one of the eight market regimes and keep the WORST reading: the floor. A feature whose floor is high works everywhere; one whose floor collapses is regime-fragile. Three doors, three passes. The byte-twin scored a perfect 1.0 in all eight regimes, exactly as arithmetic demands. The door law — which has killed four candidates — was cleared honestly: real regime slices depress the floor 1.44 times further below the average than randomly re-split blocks do (and unlike last iteration's false clearance, there is no noisy estimation layer here to fake it — the statistic is a direct rank correlation). And the floor is not merely the average in disguise (84% related, under the bar, but close enough to note). The batch's exam phase is now complete; whether B-04 closes at 2 certificates and 10 kills or gains a late third certificate rides on the incumbent fight: the floor aggregation against the certified flip counter, same boundary, different lens.