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Oct 12 · Monday

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  1. DefensesarXiv 2610.01349

    PACE:面向工具调用 LLM Agent 的来源感知能力强制执行

    提出 PACE,在工具调用前做路径隔离与效果授权

    Published
    Setting
    AI Agent
    Evaluated models
    gpt-5.6-luna, DeepSeek-V4-Flash, Qwen-3.8-27B
    AbstractPACE 在工具边界做路径割与效果核验。

    PACE 是面向工具调用型 LLM 智能体的运行时调解:当准入证据无法区分会改变行为的规格时,不在出口站点上撤销调解,而在最后一次工具调用前同时检查表示出的影响路径和请求权限。

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  2. DefensesarXiv 2606.24322

    Protecting LLM agent long-term memory from poisoning: tamper-evident, source-bound permissions and machine-checkable guarantees

    提出 TMA-NM,以写时来源绑定抵御 Agent 长期记忆投毒

    Published
    Setting
    AI Agent
    Evaluated models
    gpt-5-chat, gpt-4o-mini, claude-opus-4.1 and others8
    AbstractTMA-NM 用来源绑定的行动权限挡住记忆洗白。

    TMA-NM 把 LLM 智能体长期记忆的行动权限绑到写时来源,用来挡住跨会话记忆投毒。

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  3. DefensesarXiv 2603.12644

    Revealing security threats and defense architectures for autonomous agents: an OpenClaw case study

    Reviews threats to autonomous agents and proposes a full-lifecycle defense blueprint, FASA

    Published
    Setting
    AI Agent
    AbstractUsing OpenClaw as an example, it divides risks into three layers and uses FASA to describe defense from input to system execution.

    This is a threat review and defense architecture report using OpenClaw as a case study, not a scored attack or defense evaluation.

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