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This paper shows that LLM judges embedded in reasoning pipelines often make poor decisions, and proposes Evidence-Locked Derive–Gate–Repair (EL-DGR) to constrain judge overrides with evidence certificates, improving accuracy over majority vote and first-candidate baselines.