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Attention-level generalization in Pelican-VLA 0.5 allows it to focus on relevant objects without any task-specific training, outperforming traditional models in unseen scenarios.
Holo-World achieves precise scene control and realistic weather adaptation from a single image, outperforming traditional methods in video weather editing.
Current world models fail to evolve independently of observation, often freezing events instead of allowing them to progress unseen.
Skill rewriting can reduce operational costs by over 14% without sacrificing performance, challenging the notion that shorter skills are always better.
