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Oct 12 · Monday

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  1. DefensesarXiv 2609.34518

    SEAD 论文提出工具型 Agent 的状态视角攻击与防御方法 DART 与 SAGE

    提出工具型 Agent 的自适应攻击 DART 与预执行防御 SAGE

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.6 Luna, GPT-5.6 Terra, Gemini 3.8 Flash and others5

    Abstract论文提出状态控制框架 SEAD、攻击 DART 与防御 SAGE,实验显示执行反馈与环境探测在攻防交互中具有关键作用。

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  2. DefensesarXiv 2609.28693

    skilder:以角色化技能包为工具型 LLM 智能体做访问控制

    提出 Skilder,按角色渐进下发企业工具并确定性拦截越权调用

    Published
    Setting
    AI Agent
    Evaluated models
    Claude Haiku 4.5, Qwen 3.5 122B, Gemma 4 31B and others6
    AbstractSkilder 用单 MCP 服务器按角色交付工具并硬拦截。

    Skilder 把企业工具型智能体的能力按角色打包,经一个 MCP 服务器做渐进发现,使工具范围由服务器而不是提示词来执行。

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  3. DefensesarXiv 2609.14003

    FlowSeal:用信息流控制阻断 LLM Agent 的隐私泄露

    提出 FLOWSEAL,用工具级信息流控制阻断智能体隐私泄露

    Published
    Setting
    AI Agent
    Evaluated models
    DeepSeek-V3.2, GPT-4.1-mini, Gemini-Flash-2.5

    Abstract作者分析大模型智能体隐私检查与攻击面重合问题,提出外部拦截防御 FLOWSEAL 并验证有效性。

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