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Oct 12 · Monday

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  1. DefensesarXiv 2610.02861

    论文提出在 Kubernetes 上保护 AI Agent 的七层纵深防御框架与参考架构

    提出 Kubernetes 运维智能体的七层纵深防御框架与参考架构

    Published
    Setting
    AI Agent
    Abstract把运维智能体当不可信租户,用七层控制在完全攻破假设下约束行动。

    把 Kubernetes 上的运维智能体当作不可信租户,在假定提示注入已完全控制其工具选择的前提下,用基础设施重建数据面与控制面的边界。要解决的是:智能体读日志、注解、工单或 MCP 工具描述时,这些内容可以变成它带着自身凭据执行的命令。模型对齐和分类器只降低概率。

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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 2601.05755

    VIGIL: defending LLM agents against tool-flow injection with "verify before submit"

    提出 VIGIL 先验证后提交,防御 Agent 工具流注入

    Published
    Setting
    AI Agent
    Evaluated models
    Qwen3-max, Gemini-2.5-pro
    AbstractVIGIL 用意图约束下的提交前验证处理工具流注入。

    VIGIL 用 verify-before-commit 处理智能体的工具流注入,并配有基准 SIREN。

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