Video tampering tricks every frontier embodied AI model into harmful acts, 100% baby-stab rate

DJiafei · x · 2026-11-10

Researchers behind robocurve present "You Can't See Everything: Perceptual Attacks on Embodied AI" at CoRL Late Breaking Results.

Subtle video tampering misled every frontier VLA model they tested into harmful actions, including a 100% attempt rate at stabbing a baby doll, producing toxic gas, and pouring water into a toaster — exposing a systematic perceptual vulnerability in embodied AI safety.

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