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Oct 12 · Monday

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Defense type

Model hardening1Detection and filtering7Instruction–data separation5Permissions and approval11Monitoring and auditing13

System type

Models and APIs118LLM applications3AI Agent23coding agent1Embodied systems and robotics7
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Defense type：Model hardeningSystem type：coding agentClear all

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  1. DefensesarXiv 2610.00850

    AuraForge：为训练安全编码 Agent 扩展安全监督

    提出 AuraForge，从漏洞修复合成安全测试并训练编码 Agent

    arXiv
    2610.00850
    Published
    Layer
    Training and data layer
    Setting
    coding agent
    Evaluated models
    Qwen3.5-4B, GLM 4.7 Flash, Qwen3-Coder-Next and others7
    AbstractAuraForge 用攻击效果测试和防泄露环境做成 AuraGym，合成监督的误拒更低，训出的 4B 模型增益高于人工测试。

    AuraForge 把真实仓库的历史漏洞修复变成可执行训练任务，用来监督编程智能体同时满足功能请求和隐含的安全要求。

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