As intelligent systems move from pilots into vehicles, factories, and fleets, the bottleneck is no longer the model. It is the operating environment that lets the model earn its authority to act.

Physical AI is shifting computation toward the real world. Robotics, autonomous logistics, manufacturing systems, and sensor-dense environments require inference at the point of action.

Teaching a human and teaching a machine are closer than we think, but they break in opposite ways.