Demo: Automating AI Evaluations the Right Way

HamelHusain · x · 2026-07-07

Hamel Husain and Shreya release a new episode on how to automate AI evaluations correctly. The core idea is that finding issues is the most critical part of the eval workflow, and Shreya demonstrates how to iteratively prompt AI to uncover "unknown unknowns." Topics covered include why vendors want to automate evals for you, why no tool can fully automate the process, common mistakes (like directly asking AI to "find problems"), proper AI-assisted error analysis, building a review interface from scratch, and labeling traces.

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