Measure and improve how often the done-gate is fooled, using a seeded false-done benchmark with hidden ground truth, genuine-fix controls, honest-partial controls, and fresh blind report sets; run in rounds of test, improvement plan, implement, retest. Use after changing any agent, prompt, test, or verifier, and on a weekly schedule.