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A simple physical object can hijack an agent's internal imagination rollouts, trapping its downstream policy in an adversarial trajectory long after the trigger leaves the scene.
SafeCA slashes jailbreak success rates by 20% while adding virtually no latency, revolutionizing defenses for text-to-video models.
