China currently leads the US in robotics integration. Researchers warn that policymakers are ignoring the shift from text-based LLMs to physical world models. This oversight mirrors the delayed response to ChatGPT. Practitioners should expect a widening gap in hardware-software synergy as the US fails to prioritize physical AI infrastructure.