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LLMs as a Judge: The Full Evaluation Stack Reference
ByteByteGo·September 14, 2026
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Summary
Comprehensive explainer on why deterministic tests fail for LLMs and lays out the full evaluation stack: golden datasets, automated metrics, LLM-as-judge (point/pass-fail/pairwise/error-ID), human calibration of judges, and production monitoring.
Why this signal
Not a novel company practice, but a clean systematic reference for Neo's #2 focus area — good to have on file when structuring an eval framework for Thomas Engineering; Neo starred it.
Original email
ByteByteGo · 9/14/2026
LLMs as a Judge: How to Know if Your LLM is Healthy