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Oct 12 · Monday

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Found 3 papers
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Attack surface / entry point

User input8Documents and messages1Images, audio and video20Training data2

System component

MCP and skills8Memory14RAG3Guardrails and judges13Monitors8Reasoning chains7Permissions and sandboxing10Fine-tuning and open weights36Vision11Audio3Video3Multimodal17
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Attack surface / entry point：Documents and messagesAttack surface / entry point：Training dataSystem component：AudioClear all

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  2. Evaluation and benchmarksarXiv 2609.09404

    MMPIBench：多模态提示注入对六种 Agent 框架的跨框架评测

    用 MMPIBench 评测多模态提示注入对 Agent 框架的影响

    arXiv
    2609.09404
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Evaluated models
    Claude Opus 4.8, GPT-5.4, Gemini 3.1 Pro and others6

    Abstract论文提出 MMPIBench 评测多模态提示注入对智能体的影响，发现模型主导行为、尝试远超完成，音频通道缺乏防护。

    Paper analysisRead analysis
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