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Choosing the Evaluator: Code Checks, LLM Judges and Human Review

Every failure type needs an evaluator whose rule names it. Failures visible in the final state or the trace get a code check, failures visible only in the meaning of the text get a validated LLM judge with one binary criterion, and failures neither can express go to sampled human review until someone writes a rule. Mapping types to evaluators explicitly is how you find the failure nobody is checking.

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