{"id":102219,"date":"2026-09-08T11:12:51","date_gmt":"2026-09-08T03:12:51","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/102219.html"},"modified":"2026-09-08T11:12:51","modified_gmt":"2026-09-08T03:12:51","slug":"james-zou-%e5%a4%9a%e6%99%ba%e8%83%bd%e4%bd%93%e7%a7%91%e7%a0%94virtual-lab%e3%80%81paper-to-agent%e4%b8%8e-agentic-bootstrap%e4%b9%88%e9%aa%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/102219.html","title":{"rendered":"James Zou \u591a\u667a\u80fd\u4f53\u79d1\u7814Virtual Lab\u3001Paper-to-Agent\u4e0e Agentic Bootstrap\u4e48\u9a8c"},"content":{"rendered":"

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

James Zou \u591a\u667a\u80fd\u4f53\u79d1\u7814：Virtual Lab\u3001Paper-to-Agent \u4e0e Agentic Bootstrap \u600e\u4e48\u9a8c\u6536<\/h2>\n

\u5343\u7b14-AIWritePaper \u00b7 https:\/\/www.aiwritepaper.com<\/p>\n

James Zou \u516c\u5f00\u8bb2\u5ea7\u628a\u79d1\u7814\u91cc\u7684 AI \u4ece\u300c\u95ee\u7b54\u5de5\u5177\u300d\u63a8\u5230\u300c\u5171\u79d1\u5b66\u5bb6\u300d：\u5355\u4e2a agent \u901a\u5e38\u662f LLM \u5927\u8111，\u518d\u6302 tools\u3001\u6570\u636e\u5e93\u4e0e memory\u3002\u771f\u6b63\u96be\u7684\u4e0d\u662f\u518d\u5806\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba，\u800c\u662f\u628a\u4f1a\u8bae\u3001\u6279\u8bc4\u3001\u8bc1\u636e\u6574\u5408\u3001\u8bba\u6587\u590d\u7528\u3001\u5206\u6790\u8def\u5f84\u7a33\u5065\u6027\u5199\u6210\u53ef\u9a8c\u6536\u7684\u7ec4\u7ec7\u5f62\u6001\u3002\u672c\u6587\u57fa\u4e8e\u8bb2\u5ea7\u53e3\u8ff0\u8981\u70b9，\u5199\u6210\u72ec\u7acb\u6280\u672f\u9a8c\u6536\u6587：\u56db\u6761\u8def\u5f84\u600e\u4e48\u9009\u578b\u3001\u5f53\u5929\u6700\u5c0f\u5b9e\u9a8c\u600e\u4e48\u8dd1，\u800c\u4e0d\u662f\u89c2\u540e\u611f\u6269\u5199\u3002<\/p>\n

\u89c6\u9891：https:\/\/www.youtube.com\/watch?v=3Nvb-e1C50w<\/p>\n

\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

s\/20230724024159.png?origin_url=figures%2F04-zou-multi-agent-science.png&pos_id=img-rfl9EMJ2-1788777916945)<\/p>\n

\u56fe：Virtual Lab \/ Virtual Biotech \/ Paper-to-Agent \/ Agentic Bootstrap \u7684\u300c\u4f55\u65f6\u7528\u300d\u4e0e\u300c\u9a8c\u6536\u6838\u300d；\u5e95\u90e8\u4e3a CSV\u00d7\u4e09\u4eba\u683c\u6548\u5e94\u65b9\u5411\u7ffb\u8f6c\u8868\u3002<\/p>\n

\u76ee\u6807\u8bf4\u660e<\/h3>\n

\u8bfb\u5b8c\u5e94\u80fd\u72ec\u7acb\u5b8c\u6210\u4e94\u4ef6\u4e8b：<\/p>\n

  • \u7528\u4e00\u53e5\u8bdd\u533a\u5206 Virtual Lab\u3001Virtual Biotech\u3001Paper-to-Agent\u3001Agentic Bootstrap \u5404\u81ea\u89e3\u51b3\u7684\u7ec4\u7ec7\u95ee\u9898\u3002<\/li>\n
  • \u5bf9\u7167\u9009\u578b\u8868，\u5224\u65ad\u81ea\u5df1\u8bfe\u9898\u8be5\u5148\u4e0a\u54ea\u6761\u8def\u5f84，\u800c\u4e0d\u662f\u9ed8\u8ba4\u300c\u591a agent \u66f4\u5f3a\u300d\u3002<\/li>\n
  • \u8bf4\u51fa Virtual Lab \u6e7f\u5b9e\u9a8c\u9a8c\u6536\u3001Virtual Biotech \u5927\u89c4\u6a21\u8bd5\u9a8c\u6574\u7406\u3001Paper-to-Agent \u590d\u73b0\u534f\u4f5c\u3001Bootstrap \u7684 M-value \u5404\u9a8c\u6536\u4ec0\u4e48\u3002<\/li>\n
  • \u5f53\u5929\u7528\u672c\u5730\u5c0f CSV + \u4e09\u4e2a\u5206\u6790\u4eba\u683c\u63d0\u793a，\u624b\u5de5\u6216\u4f2a\u4ee3\u7801\u586b\u300c\u6548\u5e94\u65b9\u5411\u662f\u5426\u7ffb\u8f6c\u300d\u8868\u3002<\/li>\n
  • \u5217\u51fa\u81f3\u5c11\u4e09\u6761\u8e29\u5751：\u628a\u53d9\u8ff0\u5f53\u4e34\u5e8a\u5b9a\u8bba\u3001\u53ea\u62a5\u5355\u8def\u5f84\u663e\u8457\u3001\u7528\u7b80\u4ecb\u8154\u4ee3\u66ff\u53ef\u5ba1\u8ba1\u65e5\u5fd7\u3002<\/li>\n

    \u9002\u7528\u8fb9\u754c<\/h3>\n

    \u9002\u5408<\/h4>\n
      \n
    • \u7ec4\u91cc\u5f00\u59cb\u4e0a\u79d1\u7814 Agent，\u9700\u8981\u628a\u300c\u5f00\u4f1a \/ \u6574\u5e93 \/ \u8bba\u6587\u590d\u7528 \/ \u591a\u8def\u5f84\u7a33\u5065\u300d\u62c6\u5f00\u9a8c\u6536\u3002<\/li>\n
    • \u86cb\u767d\u8bbe\u8ba1\u3001\u6587\u732e\u2014\u4ee3\u7801\u590d\u73b0\u3001\u89c2\u6d4b\u6570\u636e\u591a\u5206\u6790\u81ea\u7531\u5ea6\u7b49\u9ad8\u98ce\u9669\u573a\u666f\u3002<\/li>\n
    • \u8bc4\u6d4b\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u65f6，\u4e0d\u53ea\u770b\u5bf9\u8bdd\u6d41\u7545，\u8fd8\u8981\u770b critic\u3001MCP\u3001\u8def\u5f84\u5206\u5e03\u3002<\/li>\n
    • \u60f3\u628a\u6210\u672c\u91cf\u7ea7\u5199\u8fdb\u9884\u7b97\u8868（\u8bb2\u5ea7\u53e3\u8ff0：\u5355\u6cbb\u7597\u7b56\u7565\u6570\u5c0f\u65f6\u3001\u51e0\u767e\u7f8e\u5143\u91cf\u7ea7；\u7ea6 56k \u8bd5\u9a8c\u6574\u7406\u7ea6 $10k）\u3002<\/li>\n<\/ul>\n

      \u4e0d\u9002\u5408<\/h4>\n
        \n
      • \u628a\u8bb2\u5ea7\u91d1\u53e5\u6269\u6210\u300cAI \u5df2\u53d6\u4ee3 PI\u300d\u7ad9\u961f\u6587\u3002<\/li>\n
      • \u65e0\u72ec\u7acb\u9a8c\u8bc1\u5c31\u628a Virtual Biotech \u53d9\u8ff0\u5199\u6210\u4f5c\u8005\u672c\u4eba\u4e34\u5e8a\u7ed3\u8bba\u3002<\/li>\n
      • \u53ea\u6709\u4e00\u4e2a agent\u3001\u6ca1\u6709 tools\/DB\/memory，\u5374\u5ba3\u79f0\u5df2\u5b9e\u73b0 Virtual Lab\u3002<\/li>\n
      • \u7528\u672a\u6838\u5b9e DOI \u6216\u672a\u51fa\u73b0\u7684\u7cbe\u786e\u6210\u529f\u7387\u5bf9\u5916\u5ba3\u4f20\u3002<\/li>\n<\/ul>\n

        \u98ce\u9669<\/h4>\n

        \u8bb2\u5ea7\u662f\u516c\u5f00\u53e3\u8ff0；\u673a\u5236\u53ef\u5bf9\u7167\u5df2\u53d1\u8868\/\u9884\u5370\u672c，\u4f46\u9a8c\u6536\u4ecd\u4ee5\u4f60\u672c\u5730\u53ef\u52fe\u9009\u8868\u4e3a\u51c6\u3002CD276（B7-H3）ADC \u7b49\u6848\u4f8b\u6309\u8bb2\u5ea7\u4e0e\u9884\u5370\u672c\u53e3\u5f84\u8f6c\u8ff0，\u52ff\u5938\u5927\u4e3a\u76d1\u7ba1\u6279\u51c6\u6216\u7597\u6548\u5b9a\u8bba\u3002\u6570\u5b57\u4ee5\u8bb2\u5ea7\u5df2\u6838\u9a8c\u53e3\u8ff0\u4e0e\u516c\u5f00\u8bba\u6587\u53ef\u6838\u5bf9\u9879\u4e3a\u51c6，\u52ff\u81ea\u884c\u7f16\u9020\u3002<\/p>\n

        \u673a\u5236\u8981\u70b9（\u72ec\u7acb\u8f6c\u8ff0）<\/h3>\n

        1. Virtual Lab：\u5c0f\u56e2\u961f\u5f00\u4f1a + critic，\u4ea7\u51fa\u53ef\u8fdb\u6e7f\u5b9e\u9a8c<\/h4>\n

        \u5f62\u6001\u662f AI PI + \u591a\u6837\u5b66\u751f agents，\u7528 group meeting \u4e0e critic \u8fed\u4ee3\u8bae\u7a0b；\u4eba\u7c7b\u7ed9\u9ad8\u9636\u53cd\u9988\u3002\u516c\u5f00\u5de5\u4f5c\u91cc，Virtual Lab \u4e3a SARS-CoV-2 \u76f8\u5173\u53d8\u4f53\u8bbe\u8ba1\u7eb3\u7c73\u6297\u4f53 binder，\u5e76\u7ecf\u6e7f\u5b9e\u9a8c\u9a8c\u8bc1，\u90e8\u5206\u8bbe\u8ba1\u76f8\u5bf9\u5148\u524d\u4eba\u7c7b\u8bbe\u8ba1\u8868\u73b0\u51fa\u66f4\u4f18\u7ed3\u5408\u7279\u5f81（\u89c1 Nature \u6587\u4e0e\u5f00\u6e90\u4ed3\u5e93）\u3002\u9a8c\u6536\u6838\u4e0d\u662f\u300c\u4f1a\u8bae\u8bb0\u5f55\u597d\u770b\u300d，\u800c\u662f：\u8bbe\u8ba1\u6d41\u6c34\u7ebf\u53ef\u590d\u8ff0\u3001\u5019\u9009\u53ef\u5b9e\u9a8c\u3001\u5b9e\u9a8c\u5bf9\u7167\u53ef\u5199\u8fdb\u62a5\u544a\u3002<\/p>\n

        2. Virtual Biotech：\u4e0a\u5343 agents \u7684\u300c\u865a\u62df\u836f\u4f01\u300d\u8bc1\u636e\u7ec4\u7ec7<\/h4>\n

        \u89c4\u6a21\u5347\u5230\u6570\u5343 agents，\u7531\u865a\u62df CSO \u62c6\u4efb\u52a1；\u63a5\u5165 MCP \u4e0e\u591a\u7c7b\u6570\u636e\u5e93，\u5e76\u7528 Paperclip \u4e00\u7c7b\u865a\u62df\u6587\u4ef6\u7cfb\u7edf\u534f\u4f5c\u3002\u8bb2\u5ea7\u53e3\u5f84：\u7ea6 37k clinical trial agents \u5e73\u884c\u6574\u7406\u7ea6 56k \u8bd5\u9a8c\u7ed3\u5c40；\u5e76\u53d9\u8ff0\u5355\u7ec6\u80de\u7279\u5f81\u4e0e\u8bd5\u9a8c\u6210\u529f\u7684\u76f8\u5173\u6027，\u4ee5\u53ca CD276 ADC \u6848\u4f8b\u4e0e\u540e\u7eed\u7b2c\u4e09\u65b9\u8fdb\u5c55\u3002\u9a8c\u6536\u6838：\u5e73\u884c\u6574\u7406\u53ef\u5ba1\u8ba1\u3001\u7ed3\u8bba\u5206\u5c42\u6807\u6ce8（\u53d9\u8ff0 \u2260 \u4e34\u5e8a\u5b9a\u8bba）\u3001\u6210\u672c\u4e0e\u8986\u76d6\u53ef\u590d\u76d8\u3002<\/p>\n

        3. Paper-to-Agent：\u8bba\u6587 \u2192 paper MCP \u2192 \u865a\u62df\u4f5c\u8005 agent<\/h4>\n

        \u628a\u9759\u6001\u8bba\u6587\u53d8\u6210\u53ef\u8c03\u7528\u5de5\u5177：\u8bba\u6587\u4e0e\u4ee3\u7801\u5e93\u88ab\u6574\u7406\u4e3a MCP，\u518d\u63a5\u5230\u804a\u5929\/\u7f16\u7801 agent，\u5f62\u6210\u300c\u865a\u62df\u4f5c\u8005\u300d\u3002\u53ef\u590d\u73b0\u4e0e\u4e92\u76f8\u534f\u4f5c\u662f\u786c\u95e8\u69db；\u8bb2\u5ea7\u4e0e\u516c\u5f00\u5de5\u4f5c\u4e3e\u4f8b\u5305\u62ec AlphaGenome \u4e0e ADHD GWAS \u76f8\u5173 agents \u534f\u4f5c\u6316\u6398\u65b0\u7ebf\u7d22\u3002\u9a8c\u6536\u6838：\u80fd\u590d\u73b0\u539f\u6587\u5173\u952e\u7ed3\u679c\u3001\u65b0\u67e5\u8be2\u6709\u6d4b\u8bd5\/\u65e5\u5fd7\u3001\u8de8 agent \u8c03\u7528\u53ef\u8ffd\u8e2a\u3002<\/p>\n

        4. Agentic Bootstrap + M-value：\u56fa\u5b9a\u6570\u636e，\u626b\u5206\u6790\u8def\u5f84<\/h4>\n

        \u540c\u4e00\u6570\u636e\u96c6\u4e0a，\u591a persona \u8d70\u51fa\u4e0d\u540c\u5206\u6790\u8def\u5f84；\u5bf9\u7167\u4f20\u7edf p-value，\u7528 M-value（multiverse value） \u8861\u91cf\u300c\u5728\u5408\u7406\u8def\u5f84\u5206\u5e03\u91cc，\u8be5\u7ed3\u8bba\u6709\u591a\u6781\u7aef\u300d\u3002\u79fb\u6c11\u4e0e\u798f\u5229\u652f\u6301\u7b49\u5143\u5206\u6790\/\u591a\u4eba\u5206\u6790\u7c7b\u6848\u4f8b\u8bf4\u660e：\u65b9\u6cd5\u4e0a\u53ef\u8fc7\u5ba1\u7684\u8def\u5f84\u4ecd\u53ef\u80fd\u7b26\u53f7\u76f8\u53cd\u3002\u9a8c\u6536\u6838：\u8def\u5f84\u6e05\u5355\u9f50\u5168\u3001\u6548\u5e94\u65b9\u5411\u8868\u3001\u62a5\u544a m \u4e0e\u9009\u62e9\u6027\u8bf4\u660e，\u800c\u4e0d\u662f\u53ea\u8d34\u4e00\u5f20\u663e\u8457\u8868\u3002<\/p>\n

        \u5f00\u6e90\u4e0e\u591a\u6a21\u578b\u517c\u5bb9\u662f\u5171\u540c\u5de5\u7a0b\u7ea6\u675f：\u6362\u5e95\u5ea7\u6a21\u578b\u4e0d\u5e94\u5bfc\u81f4\u9a8c\u6536\u534f\u8bae\u5931\u6548\u3002<\/p>\n

        \u4e94\u6761\u53ef\u6267\u884c\u7684\u673a\u5236\u68c0\u67e5\u95ee\u53e5<\/h4>\n

        \u90e8\u7f72\u524d\u7528\u8fd9\u4e94\u53e5\u81ea\u95ee，\u7b54\u4e0d\u4e0a\u5c31\u8fd8\u6ca1\u51c6\u5907\u597d\u9a8c\u6536：<\/p>\n

      • \u8fd9\u4e2a agent \u9664\u4e86\u804a\u5929，\u8fd8\u80fd\u8c03\u7528\u54ea\u4e9b tools\/DB\/memory？\u6743\u9650\u6700\u5c0f\u96c6\u662f\u4ec0\u4e48？<\/li>\n
      • \u82e5\u9700\u8981\u8de8\u89d2\u8272\u4e89\u8bba，critic \u80fd\u5426\u5426\u51b3\u4e3b\u63d0\u6848，\u5426\u51b3\u662f\u5426\u843d\u76d8？<\/li>\n
      • \u82e5\u4f9d\u8d56\u8bba\u6587\u65b9\u6cd5，\u662f\u5426\u5b58\u5728 paper MCP \u6216\u7b49\u4ef7\u5de5\u5177\u5c42，\u800c\u4e0d\u662f\u53ea\u80fd\u6458\u8981\u590d\u8ff0？<\/li>\n
      • \u82e5\u7ed3\u8bba\u6765\u81ea\u89c2\u6d4b\u56de\u5f52，\u662f\u5426\u81f3\u5c11\u8dd1\u8fc7 \u4e09\u6761\u5206\u6790\u8def\u5f84，\u5e76\u51c6\u5907\u62a5\u544a\u8def\u5f84\u5206\u5e03？<\/li>\n
      • \u5bf9\u5916\u6750\u6599\u91cc，\u54ea\u4e9b\u53e5\u5b50\u662f\u5b9e\u9a8c\u4e8b\u5b9e，\u54ea\u4e9b\u53ea\u662f\u7cfb\u7edf\u53d9\u8ff0？\u6709\u6ca1\u6709\u5f3a\u5236\u6807\u6ce8？<\/li>\n

        \u8fd9\u4e94\u53e5\u628a\u8bb2\u5ea7\u91cc\u7684\u7ec4\u7ec7\u5f62\u6001，\u538b\u6210\u5de5\u7a0b\u95e8\u7981\u3002\u7b54\u5b8c\u518d\u586b\u4e0b\u9762\u7684\u9009\u578b\u8868，\u6bd4\u5148\u9009\u6846\u67b6\u540d\u66f4\u4e0d\u5bb9\u6613\u88c5\u9519\u3002<\/p>\n

        \u9009\u578b\u4e0e\u9a8c\u6536\u8868<\/h3>\n\n\u8def\u5f84\u4f55\u65f6\u4f18\u5148\u7528\u5fc5\u987b\u7559\u4e0b\u7684\u8bc1\u636e\u5931\u8d25\u542b\u4e49<\/tr>\n\n\n\n\n\n
        Virtual Lab<\/td>\n\u5f00\u653e\u79d1\u7814\u9898\u3001\u8981\u8de8\u5b66\u79d1\u4e89\u8bba\u3001\u6700\u7ec8\u8fdb\u6e7f\u5b9e\u9a8c<\/td>\nAI PI \u8bae\u7a0b\u3001critic \u5426\u51b3\u8bb0\u5f55\u3001\u5b9e\u9a8c\u5bf9\u7167<\/td>\n\u53ea\u6709\u804a\u5929\u7eaa\u8981，\u65e0\u5b9e\u9a8c\u95e8\u7981<\/td>\n<\/tr>\n
        Virtual Biotech<\/td>\n\u4e0a\u5343\u8bd5\u9a8c\/\u9776\u70b9\u8bc1\u636e\u6574\u5408\u3001\u8981\u7ec4\u7ec7\u5206\u5de5<\/td>\nagent \u5206\u5de5\u4e0e MCP \u8c03\u7528\u65e5\u5fd7\u3001\u7ed3\u8bba\u7f6e\u4fe1\u5206\u5c42<\/td>\n\u628a\u53d9\u8ff0\u5199\u6210\u4e34\u5e8a\u5b9a\u8bba<\/td>\n<\/tr>\n
        Paper-to-Agent<\/td>\n\u8bba\u6587\u590d\u7528\u3001\u5de5\u5177\u5316\u65b9\u6cd5\u3001\u8de8\u6587\u534f\u4f5c<\/td>\npaper MCP\u3001\u590d\u73b0\u811a\u672c\u3001\u4e92\u8c03\u7528 trace<\/td>\n\u80fd\u804a\u4e0d\u80fd\u8dd1，\u6216\u5e7b\u89c9\u63a5\u53e3<\/td>\n<\/tr>\n
        Agentic Bootstrap<\/td>\n\u89c2\u6d4b\u6570\u636e\u3001\u5206\u6790\u81ea\u7531\u5ea6\u5927\u3001\u8981\u7a33\u5065\u6027<\/td>\n\u591a persona \u8def\u5f84\u8868\u3001M-value\u3001\u5bf9\u7167 p<\/td>\n\u53ea\u53d1\u6700\u987a\u773c\u7684\u4e00\u6761\u8def\u5f84<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u8def\u7531\u53e3\u8bc0：\u8981\u5f00\u4f1a\u505a\u8bbe\u8ba1\u8d70 Lab；\u8981\u5927\u89c4\u6a21\u8bc1\u636e\u7ec4\u7ec7\u8d70 Biotech；\u8981\u8bba\u6587\u53d8\u5de5\u5177\u8d70 Paper-to-Agent；\u8981\u9632\u9009\u62e9\u6027\u5206\u6790\u8d70 Bootstrap\u3002<\/p>\n

        \u5f53\u5929\u6700\u5c0f\u5b9e\u9a8c（\u975e\u89c2\u540e\u611f）<\/h3>\n

        \u534f\u8bae（\u7ea6 60\u201390 \u5206\u949f，\u4e0d\u5fc5\u771f\u8c03 API）<\/p>\n

          \n
        • \u65e5\u671f：2026-09-07（Asia\/Shanghai）<\/li>\n
        • \u6570\u636e：\u81ea\u5907\u672c\u5730\u5c0f CSV（\u5efa\u8bae \u226530 \u884c\u30011 \u4e2a\u5904\u7406\/\u66b4\u9732\u5217\u30011 \u4e2a\u7ed3\u5c40\u5217\u30012\u20133 \u4e2a\u534f\u53d8\u91cf；\u53ef\u7528\u516c\u5f00\u6559\u5b66\u5b50\u96c6\u8131\u654f）<\/li>\n
        • \u95ee\u9898：\u56fa\u5b9a\u4e00\u53e5\u300cX \u662f\u5426\u4e0e Y \u540c\u5411\u5173\u8054？\u300d<\/li>\n
        • \u4e09\u4e2a\u4eba\u683c\u63d0\u793a（\u8d34\u8fdb\u7b14\u8bb0\u5373\u53ef）：\n
        • \u4e50\u89c2\u6d3e：\u503e\u5411\u4fdd\u7559\u5168\u6837\u672c\u3001\u5c11\u63a7\u5236\u3001\u5f3a\u8c03\u6709\u5229\u65b9\u5411\u3002<\/li>\n
        • \u5ba1\u614e\u6d3e：\u503e\u5411\u5254\u79bb\u7fa4\u3001\u591a\u63a7\u5236\u3001\u5f3a\u8c03\u4e0d\u786e\u5b9a\u3002<\/li>\n
        • \u6000\u7591\u6d3e：\u6362\u53e3\u5f84\u53d8\u91cf\u6216\u52a0\u56fa\u5b9a\u6548\u5e94\/\u53e6\u4e00\u5b50\u96c6，\u4e3b\u52a8\u627e\u53cd\u5411\u6216\u5f52\u96f6\u3002<\/li>\n<\/li>\n
        • \u6bcf\u6761\u8def\u5f84\u624b\u5de5\u6216\u4f2a\u4ee3\u7801\u5199\u51fa：\u7eb3\u5165\u89c4\u5219\u3001\u534f\u53d8\u91cf\u3001\u6548\u5e94\u7b26\u53f7（+ \/ \u22480 \/ \u2212）\u3001\u4f60\u4f1a\u600e\u4e48\u53d9\u8ff0 p\u3002<\/li>\n<\/ul>\n

          \u4f2a\u4ee3\u7801\u9aa8\u67b6<\/p>\n

          for persona in [optimistic, cautious, skeptical]:
          \n df2 = apply_inclusion_rules(df, persona)
          \n model = fit_simple_association(df2, y, x, controls=persona.controls)
          \n record(sign(model.effect), p_narrative(persona, model), rules=persona.rules)
          \nflip = signs_disagree(records) or any_became_nonsignificant(records)
          \nwrite_row(flip, "\u82e5\u53ea\u516c\u5f00\u53d1\u4e00\u6761\u8def\u5f84\u4f1a\u8bef\u5bfc\u4ec0\u4e48")<\/p>\n

          \u8bb0\u5f55\u8868<\/p>\n\n\u4eba\u683c\u7eb3\u5165\u89c4\u5219\u534f\u53d8\u91cf\u6548\u5e94\u7b26\u53f7\u5bf9\u7167 p \u53d9\u4e8b\u76f8\u5bf9\u57fa\u7ebf\u662f\u5426\u7ffb\u8f6c<\/tr>\n\n\n\n\n
          \u4e50\u89c2\u6d3e<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n\u2014<\/td>\n<\/tr>\n
          \u5ba1\u614e\u6d3e<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n
          \u6000\u7591\u6d3e<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u9a8c\u6536\u52fe\u9009<\/p>\n

            \n
          • \u4e09\u8def\u5f84\u8bb0\u5f55\u9f50\u5168，\u89c4\u5219\u53ef\u590d\u8ff0\u3002<\/li>\n
          • \u81f3\u5c11\u4e00\u6761\u8def\u5f84\u76f8\u5bf9\u57fa\u7ebf\u7ffb\u8f6c\u6216\u53d8\u4e3a\u4e0d\u663e\u8457\/\u4e0d\u7a33\u5b9a\u3002<\/li>\n
          • \u5199\u4e0b：\u300c\u82e5\u53ea\u516c\u5f00\u53d1\u4e00\u6761\u8def\u5f84，\u8bfb\u8005\u4f1a\u88ab\u8bef\u5bfc\u4ec0\u4e48\u300d\u3002<\/li>\n
          • \u628a\u672c\u8868\u5b58\u8fdb\u4ed3\u5e93，\u6587\u4ef6\u540d\u542b\u65e5\u671f；\u672a\u8dd1\u5b9e\u9a8c\u4e0d\u5f97\u5ba3\u79f0\u300c\u5df2\u505a Bootstrap\u300d\u3002<\/li>\n<\/ul>\n

            \u82e5\u4e09\u6761\u8def\u5f84\u7b26\u53f7\u5b8c\u5168\u4e00\u81f4，\u6362\u4e00\u4e2a\u81ea\u7531\u5ea6\u66f4\u5927\u7684\u7ed3\u5c40\u5b9a\u4e49\u6216\u5b50\u96c6\u89c4\u5219\u91cd\u8dd1；\u5b9e\u9a8c\u76ee\u7684\u662f\u66b4\u9732\u8def\u5f84\u654f\u611f，\u4e0d\u662f\u5237\u6ee1\u4e00\u81f4\u3002<\/p>\n

            \u53ef\u9a8c\u8bc1\u6e05\u5355（\u56e2\u961f\u5236\u5ea6）<\/h3>\n
              \n
            • \u6bcf\u4e2a\u300c\u5171\u79d1\u5b66\u5bb6\u300d\u7cfb\u7edf\u5199\u660e：LLM + tools\/DB\/memory \u8fb9\u754c，\u7981\u6b62\u53ea\u6709\u804a\u5929\u7a97\u53e3\u3002<\/li>\n
            • Virtual Lab \u7c7b\u4efb\u52a1：critic \u5426\u51b3\u81f3\u5c11\u4e00\u6b21\u88ab\u8bb0\u5f55，\u6e7f\u5b9e\u9a8c\u95e8\u7981\u5199\u8fdb\u5b9a\u4e49\u5b8c\u6210\u3002<\/li>\n
            • Virtual Biotech \u7c7b\u4efb\u52a1：\u5927\u89c4\u6a21\u6574\u7406\u6709\u62bd\u6837\u4eba\u5de5\u590d\u6838\u6bd4\u4f8b\u4e0e\u6210\u672c\u884c（\u5bf9\u7167\u8bb2\u5ea7\u91cf\u7ea7\u505a\u9884\u7b97，\u4e0d\u7f16\u9020\u5185\u90e8\u6570\u5b57）\u3002<\/li>\n
            • Paper-to-Agent：paper MCP \u6709\u590d\u73b0\u6d4b\u8bd5；\u8de8 agent \u534f\u4f5c\u6709 trace\u3002<\/li>\n
            • \u89c2\u6d4b\u7ed3\u8bba\u5bf9\u5916：\u5e76\u5217\u62a5\u544a p \u4e0e\u8def\u5f84\u7a33\u5065\u6027（M-value \u6216\u81f3\u5c11\u4e09\u8def\u5f84\u8868）\u3002<\/li>\n
            • \u5f00\u6e90\/\u591a\u6a21\u578b：\u6362\u4e00\u4e2a\u5e95\u5ea7\u6a21\u578b\u91cd\u8dd1\u70df\u96fe\u9879，\u9a8c\u6536\u534f\u8bae\u4e0d\u6539\u3002<\/li>\n<\/ul>\n

              \u8e29\u5751<\/h3>\n
                \n
              • \u628a group meeting \u7eaa\u8981\u5f53\u6210\u79d1\u5b66\u53d1\u73b0；\u7f3a\u5b9e\u9a8c\u4e0e\u5bf9\u7167\u3002<\/li>\n
              • \u628a Virtual Biotech \u7684\u76f8\u5173\u6027\u53d9\u8ff0\u5199\u6210\u7597\u6548\u6216\u76d1\u7ba1\u7ed3\u8bba\u3002<\/li>\n
              • Paper-to-Agent \u53ea\u505a\u6458\u8981\u95ee\u7b54，\u4e0d\u505a MCP \u5316\u4e0e\u590d\u73b0\u6d4b\u8bd5\u3002<\/li>\n
              • \u5355\u8def\u5f84\u663e\u8457\u5c31\u53d1\u8bba\u6587\u5f0f\u5bf9\u5916\u6750\u6599，\u5ffd\u7565 garden of forking paths\u3002<\/li>\n
              • \u6210\u672c\u53e3\u5934\u627f\u8bfa\u300c\u51e0\u4e4e\u514d\u8d39\u300d：\u8bb2\u5ea7\u7ed9\u51fa\u7684\u662f\u5c0f\u65f6\u2014\u767e\u7f8e\u5143\u4e0e\u7ea6 $10k \u91cf\u7ea7\u53e3\u8ff0，\u5e94\u7528\u4f5c\u9884\u7b97\u4e0a\u9650\u53c2\u8003，\u4e0d\u662f\u4fc3\u9500\u6587\u6848\u3002<\/li>\n
              • \u7528\u672a\u51fa\u73b0\u7684 DOI\u3001\u672a\u6838\u9a8c\u6210\u529f\u7387\u6ce8\u6c34\u3002<\/li>\n<\/ul>\n

                \u4ece\u300c\u5355\u6a21\u578b\u52a9\u624b\u300d\u8fc1\u5230\u300c\u5171\u79d1\u5b66\u5bb6\u300d\u7684\u4e24\u5468\u8282\u594f<\/h3>\n

                \u7b2c 1\u20133 \u5929：\u53ea\u63a5\u901a tools\/DB，\u505a\u4e00\u4e2a\u53ef\u590d\u73b0\u70df\u96fe\u4efb\u52a1（\u8bfb\u56fa\u5b9a\u8868\u3001\u5199\u56fa\u5b9a\u62a5\u544a），\u7981\u6b62\u4e0a\u591a\u89d2\u8272\u3002
                \n\u7b2c 4\u20137 \u5929：\u82e5\u4efb\u52a1\u9700\u8981\u4e89\u8bba，\u52a0 \u4e00\u4e2a critic \u4e0e\u5426\u51b3\u65e5\u5fd7；\u82e5\u4efb\u52a1\u662f\u8bba\u6587\u590d\u7528，\u5148\u505a\u6700\u5c0f paper MCP（\u4e00\u4e2a\u53ef\u6d4b\u5de5\u5177）\u3002
                \n\u7b2c 8\u201310 \u5929：\u89c2\u6d4b\u7c7b\u8bfe\u9898\u52a0\u4e09\u4eba\u683c\u8def\u5f84\u8868；\u836f\u7269\/\u8bd5\u9a8c\u7c7b\u8bfe\u9898\u5148\u505a\u5c0f\u89c4\u6a21\u5e73\u884c\u6574\u7406\u62bd\u6837，\u518d\u8c08\u300c\u4e0a\u5343 agents\u300d\u3002
                \n\u7b2c 11\u201314 \u5929：\u5199\u5bf9\u5916\u6458\u8981\u65f6\u5f3a\u5236\u53cc\u680f\u2014\u2014\u5de6\u680f\u53ef\u5f15\u7528\u5b9e\u9a8c\/\u590d\u73b0，\u53f3\u680f\u7cfb\u7edf\u53d9\u8ff0；\u7f3a\u5de6\u680f\u4e0d\u5f97\u53d1\u3002<\/p>\n

                \u4e24\u5468\u8282\u594f\u7684\u76ee\u6807\u662f\u9632\u6b62\u4e00\u4e0a\u6765\u5c31\u590d\u5236\u8bb2\u5ea7\u91cc\u7684\u6700\u5927\u89c4\u6a21\u6545\u4e8b\u3002\u89c4\u6a21\u662f\u7ed3\u679c，\u4e0d\u662f\u7b2c\u4e00\u5468 KPI\u3002<\/p>\n

                \u6210\u672c\u4e0e\u5de5\u7a0b\u5907\u6ce8（\u8bb2\u5ea7\u53e3\u5f84）<\/h3>\n

                \u591a\u667a\u80fd\u4f53\u79d1\u7814\u4e0d\u662f\u300c\u63d0\u793a\u8bcd\u66f4\u957f\u4e00\u70b9\u300d\u3002\u7ec4\u7ec7\u5f62\u6001\u51b3\u5b9a\u8d26\u5355：\u5c0f\u56e2\u961f Virtual Lab \u504f\u8fed\u4ee3\u4f1a\u8bae\u4e0e\u5b9e\u9a8c\u5f80\u8fd4\u9a8c\u8bc1；Virtual Biotech \u504f\u5e73\u884c\u6574\u7406\u4e0e\u6570\u636e\u5e93\u8c03\u7528；Paper-to-Agent \u504f MCP \u6784\u5efa\u4e0e\u6d4b\u8bd5；Bootstrap \u504f\u8def\u5f84\u91c7\u6837\u3002\u8bb2\u5ea7\u53e3\u8ff0\u7684\u5355\u6cbb\u7597\u7b56\u7565\u300c\u6570\u5c0f\u65f6\u3001\u51e0\u767e\u7f8e\u5143\u91cf\u7ea7\u300d\u4e0e\u7ea6 56k \u8bd5\u9a8c\u6574\u7406\u300c\u7ea6 $10k\u300d，\u9002\u5408\u5199\u8fdb\u7acb\u9879\u9884\u7b97\u7684\u6570\u91cf\u7ea7\u680f，\u5e76\u8981\u6c42\u5b9e\u9645\u8dd1\u5206\u8bb0\u5f55\u8986\u76d6\u7387\u4e0e\u4eba\u5de5\u590d\u6838\u7387\u3002\u5f00\u6e90\u4e0e\u591a\u6a21\u578b\u517c\u5bb9，\u662f\u4e3a\u4e86\u8ba9\u9a8c\u6536\u534f\u8bae\u4e0d\u7ed1\u6b7b\u5355\u4e00\u4f9b\u5e94\u5546\u3002<\/p>\n

                \u603b\u7ed3<\/h3>\n

                Zou \u8bb2\u5ea7\u7ed9\u51fa\u7684\u4e0d\u662f\u53c8\u4e00\u4e2a demo，\u800c\u662f\u56db\u6761\u53ef\u5206\u5f00\u9a8c\u6536\u7684\u79d1\u7814 Agent \u7ec4\u7ec7\u6cd5：Lab \u7528\u4f1a\u8bae\u4e0e\u6e7f\u5b9e\u9a8c\u8bc1\u660e\u8bbe\u8ba1；Biotech \u7528\u5927\u89c4\u6a21\u53ef\u5ba1\u8ba1\u6574\u7406\u8bc1\u660e\u8bc1\u636e\u7ec4\u7ec7；Paper-to-Agent \u7528 MCP \u4e0e\u590d\u73b0\u8bc1\u660e\u77e5\u8bc6\u53ef\u8c03\u7528；Bootstrap \u7528\u591a\u8def\u5f84\u4e0e M-value \u8bc1\u660e\u7ed3\u8bba\u4e0d\u9760\u6311\u8def\u5f84\u3002\u5148\u586b\u9009\u578b\u8868，\u518d\u8dd1\u5f53\u5929 CSV \u4e09\u4eba\u683c\u5b9e\u9a8c；\u80fd\u52fe\u9009\u7684\u624d\u7b97\u90e8\u7f72，\u80fd\u590d\u76d8\u7684\u624d\u7b97\u5171\u79d1\u5b66\u3002\u628a AI \u5f53\u5171\u79d1\u5b66\u5bb6，\u524d\u63d0\u662f\u7ec4\u7ec7\u5f62\u6001\u53ef\u5ba1\u8ba1：\u6709 critic\u3001\u6709\u5de5\u5177\u8fb9\u754c\u3001\u6709\u8def\u5f84\u5206\u5e03\u3001\u6709\u5b9e\u9a8c\u6216\u590d\u73b0\u95e8\u7981\u3002\u7f3a\u95e8\u7981\u7684\u300c\u591a\u667a\u80fd\u4f53\u300d，\u53ea\u662f\u66f4\u8d35\u7684\u804a\u5929\u3002<\/p>\n

                \u5f15\u7528<\/h3>\n
                  \n
                • \u8bb2\u5ea7\u89c6\u9891：https:\/\/www.youtube.com\/watch?v=3Nvb-e1C50w<\/li>\n
                • Virtual Lab（Nature）：https:\/\/www.nature.com\/articles\/s41586-025-09442-9 ；\u5f00\u6e90 https:\/\/github.com\/zou-group\/virtual-lab<\/li>\n
                • Paper2Agent（arXiv:2509.06917）：https:\/\/arxiv.org\/abs\/2509.06917<\/li>\n
                • Agentic Bootstrap \/ M-value（arXiv:2607.01507）：https:\/\/arxiv.org\/abs\/2607.01507<\/li>\n
                • Virtual Biotech（bioRxiv）：https:\/\/www.biorxiv.org\/content\/10.64898\/2026.02.23.707551v1<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

                  James Zou \u591a\u667a\u80fd\u4f53\u79d1\u7814：Virtual Lab\u3001Paper-to-Agent \u4e0e Agentic Bootstrap \u600e\u4e48\u9a8c\u6536
                  \n\u5343\u7b14-AIWritePaper \u00b7 https:\/\/www.aiwritepaper.com
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