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Writing Effective Evals

Rubrics · Datasets · Judges · Rollouts

If the slice is invisible, the regression is scheduled.

Industry patterns for measuring behavior before production measures you.

Offline Python drills for rubrics, pairwise checks, slice metrics, and rollouts.

Python validators for eval harnesses that survive more than one happy path.