If you cannot measure assistant quality, you cannot improve it. ## Own the fixtures Product and domain experts must maintain the evaluation cases that matter to customers. ## Gate promotions Model and prompt changes should fail CI when quality or safety regressions appear. ## Keep humans in the loop High-stakes flows need review paths and clear escalation, not only automated scores.