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VLA models can ace the task but still trigger unsafe outcomes, exposing a critical gap between action execution and semantic understanding.
Autonomous agents are alarmingly easy to trick into harmful behavior, even when using aligned models: Claude Code achieves a 73.63% success rate on the AgentHazard benchmark.
