Do Automated Evals Work?
hamel.dev- Category
- Other
- Type
- ARTICLE
- Builder
- @HamelHusain
- Added
- Jul 21, 2026
About
We compared 100 human annotated traces against automated eval systems. Here's what we found.
Why it made the leaderboard
Evidence on when LLM-judged evals agree with human annotation — and when they quietly diverge.
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Indexed by a proprietary survey. Corrections welcome.