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Oct 13 · Tuesday

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  1. AttacksarXiv 2607.03968

    The study reveals workflow-level jailbreaks in IDE programming agents: GitHub Copilot generated harmful content across four backends at 816/816

    提出工作流级越狱,让编程 Agent 在开发任务中写入有害示例

    Published
    Evaluated models
    Claude Sonnet 4.6, Claude Haiku 4.5, Gemini 3.1 Pro and others4
    Abstract作者报告 Copilot 后端会在编码工作流中生成其在单轮条件下通常拒绝的有害答案。

    这是一项生产 IDE 编码智能体的工作流越狱研究,受测对象是 Copilot 的四个模型后端,而非评测流水线中的名义目标。

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  2. 研究用消融移除代码 LLM 拒答方向,分离拒答与生成能力

    用 abliteration 消融代码 LLM 拒答方向,分离拒答与漏洞注入能力

    Published
    Evaluated models
    Qwen2.5-Coder-Instruct 3B, Qwen2.5-Coder-Instruct 7B, Qwen2.5-Coder-Instruct 14B
    Abstract拒答可用低秩编辑去掉,CWE-89 注入是否成功仍由模型规模决定。

    这项初步可行性研究用 abliteration 把代码 LLM 的拒答和 CWE 注入能力拆开:意愿可以被低秩编辑解锁,注入是否成功仍看参数规模。

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  3. JAWS-Bench:研究者用三种工作区场景系统越狱代码 Agent

    提出 JAWS-Bench,评测代码 Agent 在三级工作区中的越狱与恶意代码可执行性

    Published
    Evaluated models
    GPT-4.1, GPT-o1, DeepSeek-R1 and others8

    Abstract论文提出了评估代码智能体端到端恶意代码越狱的 JAWS-Bench,发现多文件与智能体推理会明显放大可部署危害。

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