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Today's visual generation models excel at photorealism but still fail at the kind of spatial reasoning, long-term consistency, and causal understanding that truly intelligent visual generation demands.
VLA models introduce a fundamentally new risk landscape compared to LLMs or robotics alone, demanding a unified safety perspective that considers irreversible physical consequences and multimodal attack surfaces.
Multi-object tracking gets a boost: HyperSSM leverages collaborative reasoning to maintain robust object trajectories, even when visual cues disappear.
