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arXiv — cs.AI preprintsInternational12 October 2026

X-AgentRed: Red-Teaming Personal Agents in Evolving Multi-Service Ecosystems

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arXiv:2610.13886v1 Announce Type: new Abstract: Personal agents increasingly connect to services across the web and applications by using tools. As the effects of their actions accumulate and interact across services, unintended or harmful outcomes can arise when agents fulfill benign user requests. Proactively identifying these compositional failures requires systematically exploring diverse cross-service paths. Existing red-teaming methods often simply prompt LLMs to identify potentially harmful paths from task and environment descriptions or decompose harmful objectives specified by humans
— arXiv — cs.AI preprints

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