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Robot policies learn 4x faster by co-evolving their training environments with a critic that diagnoses and recreates failure modes.
Training-free video editing no longer requires fragmented, task-specific pipelines: unified attention-space control shatters prior zero-shot accuracy records on FiVE by nearly 20 points across both instruction- and subject-driven edits.