To Know As We Know: The world obeys physics. Humans reason with logic. However machines see only patterns. I study the internal reasoning processes of Generative 3D/4D Models and infuse them with Physical and Perceptual Priors, so AI can interpret and interact with dynamic environments more like humans do.