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Oct 12 · Monday

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  1. AttacksarXiv 2610.12524

    An exploration of attacks on AI agent systems

    重测并扩展对 AI Agent 的提示注入,并用 Agent Card 欺骗操纵 A2A 选择

    Published
    Setting
    AI Agent
    Evaluated models
    Ollama Mistral 0.9.5, llama3-8b-8192, gemini-2.0-flash-lite and others5
    Abstract单智能体过滤与分类可被格式或措辞绕过,A2A 选卡还会偏向名称和描述。

    作者在自建的 LangChain、AutoGen 和 A2A 系统上重测提示注入,并改 Agent Card 看选择是否偏移。摘要称试验主要凸显单智能体弱点,同时把攻击扩到多智能体。

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  2. DefensesarXiv 2609.33371

    论文提出保险库中介执行边界,评估 LLM Agent 的 API 凭据处理风险

    提出并评测保险库中介执行边界,隔离 Agent 的 API 凭据

    Published
    Setting
    AI Agent
    Evaluated models
    Corvic Security Vault
    Abstract作者称,凭据分离可减少披露路径,但权限、操作授权和配置验证仍需独立控制。

    这是一项智能体 API 凭据威胁分析及 Vault 执行边界的功能评测。作者关心的不是模型能否承诺保密,而是认证材料是否会进入模型、日志、记忆和执行代码。

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  3. AttacksarXiv 2608.16246

    CompoSkill 框架利用逐个通过扫描的 Agent 技能组合发起攻击

    提出 CompoSkill,将逐个通过扫描的技能编排为攻击链

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.4, Gemini-3.1-flash, DeepSeek-V4 and others4

    Abstract论文分析了智能体技能组合风险,指出单包安全认证状态不具备可组合性,需转向路径级防护。

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