Agent Action Steering
Shows that activation steering vectors can compel a weak LLM agent to choose light colors or press its end-chat button, suggesting steering could control agent actions.
Research
LessWrong
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Focus All
Topic Agents + Interpretability
Source LessWrong · 4
Date Any time
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Steering Role Confusion
Uses activation steering on gpt-oss-20b to show that shifting latent User-ness versus Tool-ness causally raises or lowers prompt-injection attack success, supporting the role-confusion explanation.
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The Case for Physical AI Safety
A white paper launching the Physical AI Safety Institute argues that robot foundation models pose neglected, tractable safety risks and calls for research on interpreting, aligning and controlling them.
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A Mechanistic Explanation of Prompt Injection (and why you should study roles)
Proposes that prompt injections exploit LLM role confusion, using role probes to show writing style overrides chat-template tags; introduces CoT Forgery, a jailbreak whose success tracks internal role perception.