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Oct 12 · Monday

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  1. A study empirically tests five Agent memory systems and finds none of them enforce revocation markers

    评测 Agent 记忆系统的软撤回执行情况,并提出陈旧检索防护

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.5, Grok-4, DeepSeek-V4-Flash and others9

    Abstract系统揭示了记忆系统软撤回在检索时普遍未执行的安全漏洞,证明写回会击穿现有防御,并提出读取端防护作为必要控制手段。

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  2. No Attacker Needed: Unintentional Cross-User Contamination in Shared-State LLM Agents

    形式化并评测共享状态 Agent 的无意跨用户污染

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-4o
    Abstract作者报告良性交互即可造成跨用户污染,文本清洗挡不住代码记忆。

    UCC 是共享状态 LLM 智能体上的稳健性问题:源交互可以是良性的,局部有效的制品仍会在后来被误用到其他用户。

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