arXiv:2611.04393v1 Announce Type: new Abstract: LLM agents increasingly act on information retrieved from public sources they treat as credible, which turns a manipulated recommendation into a transaction, a dependency, or a decision with physical consequences. The security literature models this threat as instruction injection, in which an adversary writes a command into retrieved content and deployed defenses learn to recognize command syntax.
Voluntary Servitude: Weaponized Safety Warning Mechanisms for Controlling AI Agents
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