Research questionHow can black-box simulators be calibrated online when observations change regimes that fitness cannot reliably detect?Sequential observations change the calibration window and therefore the simulator’s effective objective. Fitness shifts alone cannot reliably distinguish a regime change from ordinary optimization variation or indicate how parameters should adapt.