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GUI agents struggle in dynamic environments because they only see static screenshots, but DynamicUI's video-based approach with frame selection and action-conditioned refinement leaps ahead.
Forget GPT-4o, the secret to better robot manipulation might be an agentic framework that generates diverse, physically plausible tasks, leading to superior VLA pre-training.