Physical Intelligence raised $1.1B to prove that robotics foundation models can generalize across tasks. Meanwhile, neuroscience reveals what current AI architectures are fundamentally missing: evolved loss functions, omnidirectional inference, and the rich feedback loops that only embodiment provides.