Second, a simulated install inside the sandbox. The virtual arm flexed, the damping algorithm engaged—the jitter collapsed into a soft, deliberate motion. In the sandbox’s rendered view, weld seams straightened; sensors returned to spec. The patch didn’t just mask the error; it corrected the physical model, reconciling sensor drift with actuator response.