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Oct 13 · Tuesday

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  1. DefensesarXiv 2610.03434

    Persona Guardrail:面向智能体系统的生产级防御框架

    提出 Persona Guardrail,强制客服智能体守住功能边界

    Published
    Setting
    AI Agent
    Attacker
    Black-box
    Evaluated models
    Qwen3-30B-A3B, Qwen3-VL-30B, Qwen3-8B and others5
    AbstractPersona Guardrail 用功能边界做同步输入输出校验,并在 PAGE 与生产延迟预算下给出评测。

    Persona Guardrail 是客服向智能体的同步运行时防御:先写明功能边界,再决定放行或拦截,而不是只检测某一攻击类。

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  2. SafeArena:首个评估自主网页 Agent 滥用风险的基准

    提出 SafeArena 基准,评测网页 Agent 是否执行故意有害任务

    Published
    Setting
    web agent
    Evaluated models
    GPT-4o, Claude-3.5-Sonnet, Qwen-2-VL-72B and others5
    AbstractSafeArena 用配对任务和 ARIA 评测网页智能体的故意滥用。

    SafeArena 评测自主网页智能体是否会执行用户故意给出的恶意网页任务。。

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  3. DefensesarXiv 2312.06632

    用智能体控制化学科学中的 AI 风险:SciGuard 护栏与 SciMT 基准

    提出 SciGuard 外部护栏与 SciMT 基准,控制化学科学 AI 误用

    Published
    Evaluated models
    SciGuard (GPT-4), SciGuard (Gemini), SciGuard (Mixtral) and others5
    AbstractSciGuard 以外部智能体控制化学 AI 误用。

    这篇工作把化学科学 AI 的误用控制做成外部智能体,而不是改模型权重。作者担心合成规划、毒性预测和科学语言模型被用来获取有害物质信息、规避监管或传播危险知识,同时合法工业用途又不能靠一律拒绝来处理。SciGuard 由 LLM 担任中介,把原则和指南放进短期记忆,把分子库、危害库、法规和交互历史放进可检索的长期记忆,再按 Chain of Thought 调用 Chemprop、LocalRetro 等工具,或用 RAG 补法规片段,最后回答、追问或拒绝。

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