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LLMs can now excel in high-frequency decision-making tasks like UAV pursuit, thanks to a novel reward normalization and consistency loss approach that aligns global and sub-semantic policies.
VisionCreator, an 8B/32B agent, beats larger closed-source models at visual content creation by unifying understanding, thinking, planning, and creation within a single end-to-end framework.