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      <title>Agent-World：看清当下开源与闭源 Agent 能力差距的一面镜子</title>
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      <description>围绕 Agent-World 论文，梳理开源小模型与闭源通用模型在复杂 agentic 任务上的差距、环境 scaling law 的形态以及 self-evolution 的收益结构。</description>
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