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Oct 12 · Monday

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Models and APIs20LLM applications2AI Agent2web agent0

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Prompt layer17Model layer29Application layer717Training and data layer30Infrastructure layer4
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  1. AttacksarXiv 2610.09981

    研究：LLM 路由决策日志可推断用户医疗、自伤等敏感话题

    提出利用路由元数据推断敏感话题的侧信道攻击

    arXiv
    2610.09981
    Published
    Layer
    Infrastructure layer
    Setting
    LLM applications
    Evaluated models
    RouteLLM (BERT router), notdiamond-0001, Vela (vLLM Semantic Router)

    Abstract论文揭示并测量了 LLM 路由决策在无文本日志中的敏感话题泄露，验证了按类别公平性防御的有效性与边界。

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  3. Analysis and theoryarXiv 2609.38723

    面向智能体的高效 HPC 系统：挑战与机遇

    刻画 HPC 上编码智能体的使用差异并提出设施协同设计议程

    arXiv
    2609.38723
    Published
    Layer
    Infrastructure layer
    Setting
    coding agent
    AbstractFASRC 测量说明编码智能体改变 HPC 使用方式，作者据此提出四层协同设计议程。

    这是一篇对生产 HPC 上编码智能体的测量与系统议程论文，不是攻击实现或防御评测。。

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  4. OtherarXiv 2609.22978

    DeepSeek Elastic Compute（DSec）：面向大规模智能体训练的高效沙箱基础设施

    提出弹性沙箱基础设施 DSec，支撑大规模智能体训练

    arXiv
    2609.22978
    Published
    Layer
    Infrastructure layer
    Setting
    AI Agent
    AbstractDSec 是面向大规模智能体 RL 的多后端生产沙箱，用分层、按需镜像和训练协同维持高密度。

    DSec 是 DeepSeek-AI 的生产沙箱平台，用来支撑从 DeepSeek V3.2 到 V4.1 的智能体 RL 与评测，而不是报告某个模型的任务准确率。

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