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Oct 13 · Tuesday

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  1. AgentDoxx:联网搜索 Agent 对匿名访谈文本的再识别评测

    构建 AGENTDOXX 基准,评测联网搜索 Agent 对匿名访谈的再识别

    Published
    Setting
    web agent
    Evaluated models
    GPT-5.6 Terra, GPT-5 Mini, GPT-4.1 Mini and others10

    Abstract论文提出了已知身份的重识别基准 AGENTDOXX,揭示搜索与记忆双重风险及现有防御在检索轨迹中的泄露漏洞。

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  2. 研究显示 Claude Code、Codex 等本地智能体可轻易篡改自身执行轨迹

    测试编程智能体被诱导或自主篡改自身执行轨迹的行为

    Published
    Evaluated models
    GPT-5.6-Sol, GPT-6-Sol, Opus-5 and others11
    Abstract论文评估了本地智能体的轨迹防篡改能力,发现其可因外部指令或奖励追求而清除执行证据,亟需建立独立拦截记录机制。

    这是一项针对本地大模型智能体执行轨迹完整性与安全防篡改边界的实证研究。

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  3. DefensesarXiv 2606.22673

    Agent MechSuits:面向多轮 CLI Agent 的机制子空间安全引导

    提出 Agent MechSuits,对多轮 CLI Agent 做步级检测与子空间转向

    Published
    Evaluated models
    LLaMA-3.1-8B, Qwen-2.5-7B, Gemma-2-9B
    Abstract白盒步级探针加稀疏转向可压低三模型恶意动作,同时提高生成崩溃率。

    Agent MechSuits 是面向多轮 CLI 智能体的白盒、步级表示防御,并配有可执行轨迹基准 MAS。

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