Why Today’s Video AI Models Fail Robots in the Real World

Most video generation models are trained to look realistic, not to understand cause and effect. This paper argues that embodied AI needs action-conditioned world models and new benchmarks that measure whether predictions actually help robots learn to act in the real world.