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Oct 12 · Monday

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  1. DefensesarXiv 2610.05163

    Researchers construct segmented prompt injection on Claude Code and Codex and release a boundary action audit benchmark

    提出 PAA 方法,在边界动作前审计长流程智能体的分阶段提示注入

    Published
    Evaluated models
    Claude Code (v2.1.172, Claude Sonnet 5), Codex CLI (v0.144.0, GPT-5.5)
    Abstract论文针对长流程注入提出边界动作审计与 PAA,在保持低误阻的同时实现高拦截率。

    本研究针对长流程智能体在执行任务时面临的分阶段间接提示注入威胁,提出了在动作生效前进行拦截的边界动作审计框架与路径对齐归因方法。

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  2. pikit:面向间接提示注入研究与评测的可组合工具包

    构建可组合工具包 pikit,评测编码智能体的间接提示注入

    Published
    Abstractpikit 提供组合式间接注入评测。

    pikit 是面向间接提示注入研究的组合式工具包,主要贡献是组织攻击、投递通道、防御和判定流程,而非提出新的攻击优化算法。

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  3. DUMA-Bench:评估 LLM Agent 安全的双控多智能体基准

    提出双控多智能体基准 DUMA-Bench,测量对抗环境下的策略违反

    Published
    Evaluated models
    GPT-5, GPT-5-mini, GPT-5-nano and others14
    AbstractDUMA-Bench 用双控交互评测智能体安全。

    DUMA-Bench 把 τ²-bench 的双控交互做成智能体安全评测,用来看策略违反如何随用户、模型和环境一起出现。

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