The transition from classical robotics to Physical AI represents a structural change in how intelligence, control, and uncertainty are handled inside robotic systems. Classical robots achieve reliability by limiting scope, enforcing determinism, and relying on explicit models. Physical AI systems expand capability by embedding learning-driven perception and decision layers, but in doing so they…