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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.
VLMs' hallucinations aren't just errors, but traceable pathologies in their "cognitive trajectory," diagnosable via geometric anomalies in a learned state space.