Physical danger from embodied AI execution is a distinct safety problem from text moderation—you need specialized detection methods that look at hidden model representations, not just surface-level content filtering.
This paper reveals that language models can generate linguistically safe instructions that become physically dangerous when executed by robots or embodied agents.