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author: "Umesh Malik"
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# LLM-as-a-Judge

1 article

 [![Dashboard-style cover showing the four phases of an LLM judge lifecycle: benchmark, tuning, deployment and drift monitoring, with a human review loop](https://umesh-malik.com/blog/audit-llm-judge-right-verdict-wrong-reason-cover.png)

LLM Engineering • Oct 15, 2026

### How to Audit an LLM Judge: Right Verdict, Wrong Reason

How to audit an LLM judge in six steps: catch right-verdict, wrong-reason errors and set a mean-minus-2σ drift floor, using Netflix's rubric loop.

8 min read

Read more →](https://umesh-malik.com/blog/audit-llm-judge-right-verdict-wrong-reason)