A Unitree G1 Edu platform can provide the mobility, sensing, joint control, and developer access required for physical-AI research, but the hardware does not arrive with a complete understanding of the buyer’s workplace. A robot must still learn how objects are positioned, how workers approach a station, which grasp is stable, when a motion should stop, and how to recover when the environment differs from the expected state. These details are difficult to specify through written instructions alone because many industrial tasks depend on timing, contact, visual judgment, and physical context.