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Do Automated Evals Work? — Intel — VibeLeaderboard

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Do Automated Evals Work?

Source: hamel.dev
Date: Jul 21, 2026

Why it matters

Evidence on when LLM-judged evals agree with human annotation — and when they quietly diverge.
We compared 100 human annotated traces against automated eval systems.
Here's what we found.

Transcript

We compared 100 human annotated traces against automated eval systems. Here's what we found.

Read the source ↗hamel.dev

Recommended reads

ETarticleEvaluating the Effectiveness of LLM-Evaluators (aka LLM-as-Judge)eugeneyan.com
ABarticleAlignEval: Building an App to Make Evals Easy, Fun, and Automatedeugeneyan.com
LEarticleLLM Evals: Everything You Need to Knowhamel.dev

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