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      "slug": "christopher-bishop-what-ai-for-science-changes",
      "title": "Christopher Bishop：AI for Science 真正改变的是什么",
      "summary": "精读一场 Microsoft Research 公开访谈：AI4S 的分界点不在模型是否懂科学术语，而在它是否改变了建模、模拟、设计与验证。",
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      "publishedAt": "2026-08-19T04:21:53.000Z",
      "updatedAt": "2026-08-19T04:21:53.000Z",
      "humanReviewed": true,
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      "id": "from-model-to-experiment-five-validation-gates",
      "slug": "from-model-to-experiment-five-validation-gates",
      "title": "从模型到实验：AI4S 的五个验证关口",
      "summary": "模型结果只是起点。问题、证据、数据、实验和采用五道关口，帮助我们判断一项 AI4S 能力距离真实价值还有多远。",
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        "industry"
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      "id": "when-scientific-hypotheses-meet-agent-teams",
      "slug": "when-scientific-hypotheses-meet-agent-teams",
      "title": "当科学假设开始由一组 Agent 共同生成",
      "summary": "Co-Scientist 展示的关键变化，不是让模型替代科学家，而是把生成、批评、排序与实验选择组织成一条可检查的循环。",
      "url": "https://ai4s.blog/articles/when-scientific-hypotheses-meet-agent-teams/",
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      "id": "why-ai4sblog-now",
      "slug": "why-ai4sblog-now",
      "title": "为什么此刻需要一个 AI4SBlog",
      "summary": "AI for Science 不只是模型能力的竞赛，更是科学问题、工程系统、产业需求和新组织方式重新连接的过程。",
      "url": "https://ai4s.blog/articles/why-ai4sblog-now/",
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      "publishedAt": "2026-08-19T04:21:53.000Z",
      "updatedAt": "2026-08-19T04:21:53.000Z",
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