llm-eval-anti-patterns
Installation
SKILL.md
llm-eval-anti-patterns
An LLM eval suite can be green and still be worthless. The failure is not in the system under test, it is in the eval definition: too few cases to distinguish signal from sampling noise, assertions that cannot fail for the right reason, no baseline to compare against, or a judge model whose verdicts have never been checked against a human.
This catalog reviews the eval definition, not the eval run. Read the config, the test data, the assertions, and the CI job that executes them. Every finding must point at a line in one of those.
What this owns, and what it does not
| This catalog | Not this catalog |
|---|---|
| Reviews a suite that already exists | Building the suite, choosing a harness, or writing the first test cases |
| Judges whether the suite's design can produce a trustworthy verdict | Choosing which quality metrics matter for the product |
| Reports methodology defects with a severity and a fix | Ranking one model against another, or running the benchmark |