Evaluation habits that pay off

You cannot improve what you do not measure. Lightweight evals beat no evals.

The habit loop

Keep a growing set of real cases, run them on every prompt or model change, and review failures by hand weekly. Thirty cases checked honestly beat three thousand scored automatically and never read.

Frequently asked questions