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Evaluating proactive agents in real-world tasks reveals that both model capabilities and framework designs critically shape performance outcomes.
Control both multi-subject identity and multi-granularity motion in video generation with DreamVideo-Omni, a framework that uses latent identity reinforcement learning to avoid identity degradation.
