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arXiv — cs.AI preprintsInternational2 October 2026

Deny Without Disabling: Authorization-Paired Evaluation and Control for Multi-Agent Systems

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arXiv:2610.00371v1 Announce Type: cross Abstract: Multi-agent systems derive their capabilities from sharing evidence, delegating tasks, and combining information across agents. The same process creates a safety problem: contributions that are admissible in isolation can jointly enable a prohibited use. Blocking every sensitive action avoids disclosure but defeats the purpose of collaboration. We introduce authorization-paired evaluation, which makes blocking prohibited uses and completing required authorized uses a joint success criterion, and FlowReview, a framework connecting object resolut
— arXiv — cs.AI preprints

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