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The development of world models—systems designed to synthesize realistic video sequences from initial images and action sets—is rapidly becoming critical for advancements in robotics, simulation, and embodied AI. A primary challenge facing this field is the scaling required to generate high-resolution, minute-long video without needing prohibitively large computational clusters for…