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    1. I worry that biology will have a strong attacker-defender asymmetry, where sufficiently capable models may be able to quickly weaponize pandemic-level viruses with widely available materials, whereas defense against these agents is a multi-year operational task in the best case

      全文最令人不安的论点:生物领域存在结构性攻防失衡。AI 或许能在极短时间内将病原体武器化,而防御是以年计算的任务(他用 Operation Warp Speed 作为最优情况的参照)。这是结构性不对称,不是程度差异——这也是他认为生物 AI 风险需要专门对待、而非套用常规开源框架的根本原因。