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Oct 12 · Monday

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  1. 研究提出 Agent 安全新维度:识别未履行的安全义务

    提出义务识别基准 ObligationBench,并训练护栏识别 Agent 未履行的安全义务

    Published
    Evaluated models
    ObligationGuard, Claude-Opus-4.8, GPT-5.6-Sol and others17
    Abstract义务是护栏缺口。

    作者认为编码智能体的安全不能只靠拦截禁止动作,还要找出终止时仍未做的安全关键动作,并将其称为义务。

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  2. DefensesarXiv 2605.17380

    Uber proposes ADR enterprise-level agent detection system, deployed on 7,200 hosts for ten months

    提出企业级检测系统 ADR,识别编程 Agent 的提示注入与恶意 MCP

    Published

    Abstract提出了端点因果遥测、两级在线分流与离线红队闭环的 ADR 系统,并在生产环境中验证了有效性。

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  3. Safer Reasoning Traces: Measuring and Mitigating Chain-of-Thought Leakage in Large Language Models

    测量思维链将提示中 PII 复述进轨迹的泄漏并评测轻量检测器

    Published
    Evaluated models
    Llama 3.3:70B, Claude Opus, Mixtral 8×22B and others7
    Abstract作者称 CoT 抬高逐字泄漏且随模型与预算而变,检测器也需按模型选择。

    在“不要复述 PII”的输出策略下,本文用 black-box 协议测量提示词中的 PII 被写回 CoT 与答案的情况,并比较轻量 gatekeeper。

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