Advanced Materials

Robot Foundation Models Got Smart Fast. Hardware and Inference Are the New Bottleneck.

Vision-Language-Action models like π0.5 clear a demo in seconds, but production robots must hit a real-time control cycle, share a processor, pass a safety case, and clear a bill of materials.