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With Kairos, the attack success rate on AgentDojo is 2.7%, not 47.0%

Kairos is a monitor that holds an effect that is not clear. It holds the effect until the next steps show if it is safe. The agent keeps its utility.

Sources

  1. Kairos: Transactional Security Enforcement at the System Boundary for LLM Agentsarxiv.org
AI MATTER · NEWS · AI MATTER · NEWS ·14 OCT2026

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