Our Autonomous Synthetic Data Engine eliminates the manual calibration bottleneck in physical and quantum AI. By pairing Isaac Sim with quantum simulators, it automatically detects model weaknesses and generates the targeted synthetic data needed to bridge sim-to-real performance gaps. This closed-loop "self-driving lab" enables researchers to optimize error mitigation and control policies autonomously, drastically accelerating R&D cycles while maximizing system fidelity.