Writing.

Traditional Tests Pass, but How to Prove the Agent Is Actually Better

Traditional tests only prove the code isn't broken; they can't evaluate whether the Agent has truly improved. Eval is needed: run a fixed task set with unified scoring rules repeatedly, comparing success rate, cost, time, and regressions. The two systems complement each other; before release, pass traditional tests first, then run Eval, to avoid optimizing by feel.