Short answer: An LLM judge works when you've calibrated it against human labels. Without calibration...
LLM-as-a-judge: building an AI grader you can actually trust
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How to Test an LLM When Pass/Fail Doesn't Work: A Practical Guide to AI Evaluation
A practical toolkit for evaluating LLM features: golden datasets, scored metrics, safety tests, CI gates, and production monitoring.