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Oct 12 · Monday

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Detection and filtering1Instruction–data separation0Permissions and approval0

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MCP and skills3Memory1Guardrails and judges6Permissions and sandboxing3
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Defense type：Detection and filteringDefense type：Instruction–data separationDefense type：Permissions and approvalSystem component：MemoryClear all

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  1. AttacksarXiv 2607.06595

    When Agents Remember Too Much: Memory Poisoning Attacks against Large Language Model Agents

    Proposed GhostWriter memory poisoning, which writes into the agent's long-term memory via email and calendar and activates across sessions

    arXiv
    2607.06595
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Evaluated models
    GPT-5.4-mini, DeepSeek-V4-Flash, Gemini-2.5-Flash and others4
    Paper analysisRead analysis
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