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      <title>AIGC 前沿研究摘要（2026 年 8 月 21 日）</title>
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      <description>本期：本窗无厂商旗舰闭源模型配发布博客，收 1 条 Anthropic agent 工具链动态（computer use &#43; Skills API &#43; Files API）与 1 份 MOSS-VL 开放 VLM 技术报告；论文精选以 Harness 为重心（StateM / AI4AI 测试时强→弱 / ClawGym II / Agentic Transaction / SemaPLC / EvoX Genesis），另收 LLM·Agent（UI-Mate GUI agent / SA-MRPO 多奖励 RL / Large Discovery Models）、Eval（AutoResearchEval / Beyond Final Scores）、世界模型与具身（Zetta / PlayWorld）方向的重点论文精读。</description>
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