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Atomic visual perception in MLLMs is largely unsolved, with no model surpassing 60% accuracy on a new benchmark designed to isolate perceptual capabilities.
Lumo-2 reveals that aligning action representations with latent world dynamics can dramatically enhance robot performance in complex manipulation tasks.
