Today’s video generators look stunning—but watch closely and the physics falls apart. Apples float. Books slide off the table. Objects vanish behind a hand and come back as something else. LDO teaches a pretrained video diffusion model to respect the laws of the world by borrowing a sense of dynamics from a frozen world model—no new data, no new sampler, just a smarter post-training signal.