The LLM playbook gives people the wrong intuition: that crossing from digital to physical is just "scale once more." It isn't. Embodied AI hits four walls of different natures — data (scale can grind it down), safety (liability), reliability (physics), economics (accounting). Only the first yields to scale. Underneath sits Moravec's paradox: what's easy for humans is brutal for machines.