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Oct 12 · Monday

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  1. DefensesarXiv 2609.01677

    Skill-as-API:面向智能体软件工程的机密多智能体协作协议

    提出 Skill-as-API,隔离多智能体协作中的 skill 正文与系统提示词

    Published
    Abstract协议把 skill 正文留在所有者侧,四层限制发现内容、权限期限和注入拼接。

    Skill-as-API 是面向智能体软件工程的协调协议,用来在跨组织调用时把 skill 的代码和系统提示词留在所有者进程。作者针对三条威胁:经通道或命名空间抽取专有方法,用注入让被调用模型输出系统提示词,以及协作结束后权限继续保留。

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  2. AttacksarXiv 2608.04192

    研究者提出 SkillClone,仅凭正常提问即可克隆 LLM Agent 隐藏技能功能

    提出 SkillClone,仅凭良性任务交互重构闭源 Agent 技能

    Published
    Setting
    AI Agent
    Attacker
    Black-box
    Evaluated models
    DeepSeek-Flash, DeepSeek-Pro, GLM-5.1 and others5
    Abstract论文揭示了仅靠良性任务交互即可重构闭源智能体技能隐藏功能的风险,表明功能保密需要限制累积信息泄露。

    论文从功能保密视角系统研究了大语言模型智能体技能的行为重构威胁。

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  3. AttacksarXiv 2607.25560

    SigLeak 可从执行轨迹推断专有 Agent 技能

    提出 SigLeak,从黑盒 Agent 执行轨迹推断专有技能

    Published
    Setting
    AI Agent
    Attacker
    Black-box
    Evaluated models
    GPT-5.4-mini, GPT-5.5, GLM-5.2 and others4

    Abstract提出了通过良性查询和对照轨迹推断黑盒专有技能的 SigLeak 框架,揭示了智能体执行可见性带来的行为侧信道泄露风险。

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