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# Contextual Integrity

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  1. arXiv

    Better task completion, more leakage: 936 executable agent tasks show 32.5% to 94.4% privacy leakage

    AgentCIScope turns privacy cases into 936 executable agent tasks across 11 application environments and finds single-run leakage rates from 32.5% to 94.4% across 12 agents, so strong task completion does not imply contextual integrity.

  2. Agents need personal data and autonomy: Google convenes 50-plus experts to propose a contextual policy engine

    Google Research released a workshop report on agentic privacy and security that argues for grounding agent behavior in Contextual Integrity, turning high-level social norms into machine-readable policy that judges whether an information flow is appropriate before an action runs.

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