World models move AI from text to physical environment simulation. Stanford researchers argue these systems create steeper governance challenges than LLMs. Current policy lacks the framework to manage physical-world interactions. Regulators must act now to prevent safety failures before these models integrate into autonomous robotics and critical infrastructure.