Why are traditional GPUs an inefficient fit for physical AI at the edge?

GPUs are graphics cards built primarily for data centers. They are far too power-hungry and inefficient for edge applications. Physical AI requires ruggedized, cost-effective, and power-efficient silicon designed specifically for industrial edge environments.