{"id":3479,"date":"2026-05-27T07:45:00","date_gmt":"2026-05-26T23:45:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=3479"},"modified":"2026-05-18T21:53:14","modified_gmt":"2026-05-18T13:53:14","slug":"%e6%96%87%e8%89%ba%e5%a4%8d%e5%85%b4%e4%ba%8f%e4%ba%86%ef%bc%8cd-e-shaw%e5%8f%8d%e6%89%8b%e5%bc%80%e4%ba%86%e4%b8%bb%e8%a7%82%e5%9f%ba%e9%87%91%ef%bc%9a%e9%87%8f%e5%8c%96%e5%9c%88%e6%ad%a3%e5%9c%a8","status":"publish","type":"post","link":"https:\/\/blog.laoyulaoyu.top\/index.php\/2026\/05\/27\/%e6%96%87%e8%89%ba%e5%a4%8d%e5%85%b4%e4%ba%8f%e4%ba%86%ef%bc%8cd-e-shaw%e5%8f%8d%e6%89%8b%e5%bc%80%e4%ba%86%e4%b8%bb%e8%a7%82%e5%9f%ba%e9%87%91%ef%bc%9a%e9%87%8f%e5%8c%96%e5%9c%88%e6%ad%a3%e5%9c%a8\/","title":{"rendered":"\u6587\u827a\u590d\u5174\u4e8f\u4e86\uff0cD.E.Shaw\u53cd\u624b\u5f00\u4e86\u4e3b\u89c2\u57fa\u91d1\uff1a\u91cf\u5316\u5708\u6b63\u5728\u53d1\u751f\u4e9b\u4ec0\u4e48\uff1f"},"content":{"rendered":"\n

\u4f5c \u8005\uff1a\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n

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\"\"<\/figure>\n\n\n\n
\n
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    \n
  • \u6587\u827a\u590d\u5174\u673a\u6784\u80a1\u7968\u57fa\u91d1\uff08RIEF\uff09<\/strong>\u4e0b\u8dcc5.1%\uff1b<\/li>\n\n\n\n
  • \u6587\u827a\u590d\u5174\u673a\u6784\u591a\u5143\u5316\u963f\u5c14\u6cd5\u7b56\u7565\uff08RIDA\uff09<\/strong>\u4e0b\u8dcc3.9%\uff1b<\/li>\n\n\n\n
  • \u8fd9\u4e24\u4e2a\u57fa\u91d1\u57286\u6708\u5df2\u7ecf\u5404\u4e8f\u4e86\u7ea66%\uff1b<\/li>\n\n\n\n
  • Qube Research\u3001Engineers Gate\u3001Man Group\u540c\u671f\u5f55\u5f97\u8d1f\u56de\u62a5\u3002<\/li>\n<\/ul>\n\n\n\n
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    1.1 \u62e5\u6324\u662f\u600e\u4e48\u5f62\u6210\u7684\uff1f<\/strong><\/h3>\n\n\n\n
    \u4e8b\u60c5\u8981\u4ece2025\u5e742-3\u6708\u8bf4\u8d77\u3002\u5f53\u65f6\u7279\u6717\u666e\u5173\u7a0e\u516c\u544a\u4e00\u51fa\u6765\uff0c\u91cf\u5316\u548c\u57fa\u672c\u9762\u4e2d\u6027\u7b56\u7565\u7684\u56e2\u961f\u540c\u65f6\u964d\u6760\u6746\u3002\u4e24\u8fb9\u4e0d\u7ea6\u800c\u540c\u5730\u505a\u51fa\u4e86\u540c\u6837\u7684\u9632\u5fa1\u52a8\u4f5c\uff1a\u8f6c\u5411\u9ad8\u8d28\u91cf\u3001\u4f4e\u8d1d\u5854\u3001\u5927\u76d8\u80a1\u3002<\/strong><\/p>\n\n\n\n
    “\u4e03\u5de8\u5934”\u6210\u4e86\u5927\u5bb6\u7684\u907f\u98ce\u6e2f\u3002\u5927\u91cf\u591a\u5934\u5934\u5bf8\u5728\u6ce2\u52a8\u7387\u76ee\u6807\u89c4\u6a21\u8ba1\u7b97\u4e4b\u5916\uff0c\u4ee5\u7ed3\u6784\u6027\u65b9\u5f0f\u76f8\u4e92\u5173\u8054\u3002\u9ad8\u76db\u540e\u6765\u6307\u51fa\uff0c\u5178\u578b\u7684\u591a\u5934\u6301\u4ed3\u4e2d70%\u96c6\u4e2d\u5728\u5341\u5927\u6700\u5927\u5934\u5bf8\u91cc\u3002<\/strong><\/p>\n\n\n\n
    \u7136\u540e7\u6708\u4efd\uff0c”\u6700\u88ab\u505a\u7a7a\u56e0\u5b50”\u5927\u5e45\u9006\u8f6c\uff0c\u5783\u573e\u8d44\u4ea7\u4e0a\u6f14\u7ecf\u5178\u6324\u538b\u3002\u8fd9\u6b21\u56de\u64a4\u4e0d\u662f\u67d0\u4e00\u5bb6\u89e6\u53d1\u7684\uff0c\u800c\u662f\u6570\u767e\u4e2a\u7b56\u7565\u7ec4\u5408\u2014\u2014\u901a\u8fc7\u76f8\u540c\u7684\u6570\u636e\u6e90\u548c\u91cd\u53e0\u7684\u56e0\u5b50\u66b4\u9732\uff1a\u53d8\u6210\u4e86“\u4e00\u7b14\u4ea4\u6613\u7a7f\u4e86\u4e0d\u540c\u7684\u9a6c\u7532”<\/strong>\u3002<\/p>\n\n\n\n
    \n
    \u6838\u5fc3\u903b\u8f91\uff1a<\/strong>\u5f53\u6240\u6709\u4eba\u7528\u540c\u6837\u7684\u6570\u636e\u3001\u540c\u6837\u7684\u56e0\u5b50\u3001\u540c\u6837\u7684\u98ce\u63a7\u6846\u67b6\u505a\u540c\u6837\u7684\u4e8b\uff0c\u5e02\u573a\u4e00\u65e6\u8f6c\u5411\uff0c\u8e29\u8e0f\u4e0d\u662f\u6982\u7387\u95ee\u9898\uff0c\u800c\u662f\u65f6\u95f4\u95ee\u9898\u300270%\u7684\u6301\u4ed3\u96c6\u4e2d\u5728\u5341\u5927\u5934\u5bf8\uff0c\u8fd9\u4e0d\u662f\u5de7\u5408\uff0c\u8fd9\u662f\u62e5\u6324\u963f\u5c14\u6cd5\u7684\u51e0\u4f55\u7ed3\u6784\u51b3\u5b9a\u7684\u3002<\/p>\n<\/blockquote>\n\n\n\n
    1.2 \u8c01\u5728\u53bb\u5e74\u6d3b\u5f97\u6700\u597d\uff1f<\/strong><\/h3>\n\n\n\n
    \u539f\u6587\u63d0\u5230\u4e00\u4e2a\u5173\u952e\u89c2\u5bdf\uff1a\u57282025\u5e74\u8868\u73b0\u6700\u597d\u7684\u91cf\u5316\u7ecf\u7406\uff0c\u662f\u90a3\u4e9b\u5b9e\u65f6\u76d1\u63a7”\u5b9e\u76d8\u4e0e\u56de\u6d4b\u6f02\u79fb”\u7684\u4eba\u3002<\/strong><\/p>\n\n\n\n
    \u8fd9\u91cc\u8bf4\u7684\u4e0d\u662f\u6bcf\u5929\u770b\u4e00\u6b21\uff0c\u4e0d\u662f\u6bcf\u5468\u590d\u76d8\uff0c\u800c\u662f\u9010\u7b14\u4ea4\u6613\uff08tick-by-tick\uff09\u5730\u628a\u6a21\u578b\u7684\u5b9e\u65f6\u8f93\u51fa\u8ddf\u5386\u53f2\u5206\u5e03\u505a\u5bf9\u6bd4\u3002Resonanz Capital\u628a\u8fd9\u4e2a\u53eb\u505a”live-vs-backtest drift”\u76d1\u63a7\u3002\u80fd\u505a\u5230\u8fd9\u4e00\u6b65\u7684\u516c\u53f8\uff0c\u80fd\u5728\u6beb\u79d2\u7ea7\u522b\u6355\u6349\u5230\u5e02\u573a\u4f53\u5236\u7684\u8f6c\u53d8\uff0c\u800c\u4e0d\u662f\u7b49\u4e8f\u635f\u5df2\u7ecf\u51fa\u73b0\u5728\u635f\u76ca\u8868\u4e0a\u624d\u53cd\u5e94\u8fc7\u6765\u3002<\/p>\n\n\n\n
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    \u76d1\u63a7\u65b9\u5f0f<\/strong><\/th>\u53d1\u73b0\u4f53\u5236\u8f6c\u53d8\u7684\u901f\u5ea6<\/strong><\/th>\u5178\u578b\u7ed3\u679c<\/strong><\/th><\/tr>
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    \u4e0d\u505a\u76d1\u63a7<\/td>\u4e8b\u540e\u53d1\u73b0<\/td>\u707e\u96be\u6027\u4e8f\u635f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
    \u4e8c\u3001Man Group\u628a\u94a5\u5319\u4ea4\u7ed9\u4e86AI<\/strong><\/h2>\n\n\n\n
    2025\u5e747\u6708\uff0cMan Group\u7684\u91cf\u5316\u90e8\u95e8Man Numeric\u786e\u8ba4\u90e8\u7f72\u4e86\u4e00\u5957\u5185\u90e8\u5f00\u53d1\u7684AI\u4ee3\u7406\u7cfb\u7edf\uff0c\u53ebAlphaGPT<\/strong>\u3002<\/p>\n\n\n\n
    \u8fd9\u5957\u7cfb\u7edf\u80fd\u505a\u4ec0\u4e48\uff1f<\/p>\n\n\n\n
      \n
    • \u81ea\u4e3b\u751f\u6210\u4ea4\u6613\u5047\u8bbe\uff1a<\/strong>\u4e0d\u9700\u8981\u4eba\u63d0\u793a\u65b9\u5411\uff1b<\/li>\n\n\n\n
    • \u7f16\u5199\u5bf9\u5e94\u4fe1\u53f7\u7684\u4ee3\u7801\uff1a<\/strong>\u76f4\u63a5\u51fa\u53ef\u6267\u884c\u7684\u4ee3\u7801\uff1b<\/li>\n\n\n\n
    • \u81ea\u52a8\u56de\u6d4b\uff1a<\/strong>\u8dd1\u5b8c\u5386\u53f2\u6570\u636e\uff0c\u7ed9\u51fa\u7ed3\u679c\uff1b<\/li>\n\n\n\n
    • \u6807\u8bb0\u503c\u5f97\u4eba\u5de5\u5ba1\u6838\u7684\u4fe1\u53f7\uff1a<\/strong>\u628a\u6700\u597d\u7684\u6311\u51fa\u6765\u3002<\/li>\n<\/ul>\n\n\n\n
      \u636e\u9ad8\u7ea7\u57fa\u91d1\u7ecf\u7406\u5f20\u7fd4\uff08Xiang Fang\uff09\u900f\u9732\uff0cAlphaGPT\u5df2\u7ecf\u4ea7\u751f\u4e86\u6570\u5341\u4e2a\u901a\u8fc7\u5ba1\u6838\u5e76\u6295\u5165\u5b9e\u76d8\u4ea4\u6613\u7684\u4fe1\u53f7<\/strong>\u3002<\/p>\n\n\n\n
      \u8bf7\u6ce8\u610f\uff0c\u8fd9\u4e0d\u662f\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u52a0\u5728\u7535\u5b50\u8868\u683c\u4e0a\u3002\u8fd9\u662f\u4e00\u4e2a\u5927\u6a21\u578b\uff08Large Action Model\uff09\uff1a<\/strong>\u4e2a\u80fd\u4ee5\u6700\u5c11\u4eba\u5de5\u5e72\u9884\u6267\u884c\u591a\u6b65\u7814\u7a76\u5de5\u4f5c\u6d41\u7684\u7cfb\u7edf\u3002\u5b83\u628a\u4e00\u4e2a\u521d\u7ea7\u91cf\u5316\u5206\u6790\u5e08\u4e00\u5468\u7684\u5de5\u4f5c\uff0c\u538b\u7f29\u5230\u4e00\u591c\u5b8c\u6210\u3002<\/p>\n\n\n\n
      \u4f46\u6bcf\u5bb6\u5bf9AI\u7684\u7ba1\u63a7\u65b9\u5f0f\u5dee\u522b\u5f88\u5927\uff0c\u8fd9\u624d\u662f\u5173\u952e\uff1a<\/p>\n\n\n\n
      \u516c\u53f8<\/strong><\/th>AI\u7cfb\u7edf<\/strong><\/th>\u6cbb\u7406\u65b9\u5f0f<\/strong><\/th>\u6838\u5fc3\u7279\u70b9<\/strong><\/th><\/tr>
      \u6865\u6c34<\/td>\u5185\u90e8\u7cfb\u7edf<\/td>\u57fa\u91d1\u7ecf\u7406\u7b7e\u5b57\u624d\u80fd\u6267\u884c<\/td>\u4eba\u7c7b\u6700\u7ec8\u51b3\u7b56\u6743<\/td><\/tr>
      Man Group<\/td>AlphaGPT<\/td>\u80fd\u8d77\u8349\u3001\u5206\u6790\u3001\u56de\u6d4b\uff0c\u4f46\u4e0d\u80fd\u4e0b\u5355<\/td>AI\u505a\u7814\u7a76\uff0c\u4eba\u505a\u6267\u884c<\/td><\/tr>
      D.E. Shaw<\/td>DocLab<\/td>\u6bcf\u6b21\u8f93\u51fa\u9644\u5e26\u7f6e\u4fe1\u5206\u6570\u548c\u5ba1\u8ba1\u54c8\u5e0c<\/td>\u5168\u7a0b\u53ef\u8ffd\u6eaf<\/td><\/tr>
      Point72<\/td>\u7edf\u4e00\u5e73\u53f0<\/td>\u6240\u6709\u4ea4\u6613\u53f0\u8bbf\u95ee\u540c\u4e00\u5e73\u53f0<\/td>\u96c6\u4e2d\u5f0f\u67b6\u6784<\/td><\/tr>
      D.E. Shaw<\/td>\u5de5\u5177\u5305\u5206\u53d1<\/td>\u6bcf\u4e2a\u4ea4\u6613\u53f010\u884c\u4ee3\u7801\u5efa\u81ea\u5df1\u7684\u4ee3\u7406<\/td>\u5206\u5e03\u5f0f+\u96c6\u4e2d\u7b56\u7565\u7ba1\u63a7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
      \u539f\u6587\u7279\u522b\u6307\u51fa\u4e86\u4e00\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u5206\u6b67\uff1aPoint72\u5728\u641e\u7edf\u4e00\u5e73\u53f0\uff0cD.E. Shaw\u5728\u5206\u53d1\u5de5\u5177\u5305\u8ba9\u5404\u56e2\u961f\u81ea\u5df1\u5efa\u4ee3\u7406\u3002<\/strong>\u8fd9\u4e24\u79cd\u67b6\u6784\u5728\u538b\u529b\u573a\u666f\u4e0b\u4f1a\u4ea7\u751f\u4e0d\u540c\u7684\u6545\u969c\u6a21\u5f0f\uff0c\u4f46\u76ee\u524d\u6ca1\u6709\u5b9e\u76d8\u6570\u636e\u544a\u8bc9\u4f60\u54ea\u79cd\u66f4\u5bb9\u6613\u5d29\u3002<\/p>\n\n\n\n
      \n
      \u8001\u4f59\u89e3\u8bfb\uff1a<\/strong>\u8fd9\u4e9b\u6cbb\u7406\u9009\u62e9\u4e0d\u662f\u54f2\u5b66\u504f\u597d\uff0c\u800c\u662f\u76d1\u7ba1\u9884\u9632\u3002\u6bcf\u5bb6\u516c\u53f8\u90fd\u6e05\u695a\uff0c\u6cd5\u5f8b\u4e0a\u7684\u6838\u5fc3\u95ee\u9898\u4e0d\u662f”\u6a21\u578b\u505a\u4e86\u4ec0\u4e48”\uff0c\u800c\u662f”\u4eba\u77e5\u9053\u4ec0\u4e48\uff0c\u4ec0\u4e48\u65f6\u5019\u77e5\u9053\u7684”\u3002AI\u51fa\u4e86\u4e8b\uff0c\u76d1\u7ba1\u4e0d\u4f1a\u627e\u6a21\u578b\uff0c\u4f1a\u627e\u7b7e\u5b57\u7684\u4eba\u3002<\/p>\n<\/blockquote>\n\n\n\n
      \u4e09\u3001LLM\u56e0\u5b50\u6096\u8bba\uff1a\u4f60\u7528\u5f97\u8d8a\u591a\uff0c\u5b83\u6b7b\u5f97\u8d8a\u5feb<\/strong><\/h2>\n\n\n\n
      \u8fd9\u4e00\u6bb5\uff0c\u53ef\u80fd\u662f\u6574\u7bc7\u6587\u7ae0\u6700\u503c\u5f97\u6bcf\u4e2a\u91cf\u5316\u4ece\u4e1a\u8005\u8ba4\u771f\u770b\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n
      \u5927\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u76f8\u540c\u7684\u8bad\u7ec3\u6570\u636e\u3001\u76f8\u540c\u7684\u91d1\u878d\u6587\u732e\u3001\u76f8\u540c\u7684\u7ecf\u6d4e\u76f4\u89c9\u6765\u751f\u6210\u963f\u5c14\u6cd5\u56e0\u5b50\u3002\u5f53\u591a\u4e2a\u91cf\u5316\u56e2\u961f\u72ec\u7acb\u7528\u5927\u8bed\u8a00\u6a21\u578b\u6316\u56e0\u5b50\u7684\u65f6\u5019\uff0c\u4ed6\u4eec\u4f1a\u6536\u655b\u5230\u7ed3\u6784\u76f8\u4f3c\u7684\u56e0\u5b50\u4e0a\u2014\u2014\u56e0\u4e3a\u6a21\u578b\u5171\u4eab\u4e86\u540c\u4e00\u4e2a\u5148\u9a8c\u77e5\u8bc6\u3002\u8fd9\u5c31\u662f\u963f\u5c14\u6cd5\u62e5\u6324\uff0c\u800c\u4e14\u662f\u88ab\u81ea\u52a8\u5316\u52a0\u901f\u7684\u963f\u5c14\u6cd5\u62e5\u6324\u3002<\/p>\n\n\n\n
      KDD 2025\u4e0a\uff0cZiyi Tang\u7b49\u4eba\u53d1\u8868\u7684\u8bba\u6587\u6b63\u5f0f\u9610\u8ff0\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u4ed6\u4eec\u63d0\u51fa\u7684AlphaAgent\u6846\u67b6<\/strong>\u8bc1\u660e\uff1a\u5728\u6ca1\u6709\u663e\u5f0f\u6b63\u5219\u5316\u7684\u60c5\u51b5\u4e0b\uff0c\u6807\u51c6\u7684\u5927\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u56e0\u5b50\u6316\u6398\uff0c\u4f1a\u4ea7\u751f\u5728\u62bd\u8c61\u8bed\u6cd5\u6811\uff08AST\uff09\u5c42\u9762<\/strong>\u540c\u8d28\u5316\u7684\u56e0\u5b50\u3002<\/p>\n\n\n\n
      \u4ec0\u4e48\u610f\u601d\uff1f\u5c31\u662f\u8bf4\u90a3\u4e9b\u516c\u5f0f\u8868\u9762\u4e0a\u770b\u5404\u4e0d\u76f8\u540c\uff0c\u4f46\u5728\u7ed3\u6784\u4e0a\u548c\u5df2\u77e5\u7684\u56e0\u5b50\u51e0\u4e4e\u4e00\u6a21\u4e00\u6837\u3002<\/p>\n\n\n\n
      \u7ed3\u679c\u5c31\u662f\uff1a\u56e0\u5b50\u8870\u51cf\u901f\u5ea6\u6bd4\u5386\u53f2\u57fa\u7ebf\u66f4\u5feb\u3002<\/strong><\/p>\n\n\n\n
      3.1 AlphaAgent\u600e\u4e48\u89e3\u51b3\u7684\uff1f<\/strong><\/h3>\n\n\n\n
      AlphaAgent\u7684\u65b9\u6848\u662f\u5728\u56e0\u5b50\u751f\u6210\u8fc7\u7a0b\u4e2d\u5f3a\u5236\u5b9e\u65bdAST\u76f8\u4f3c\u5ea6\u68c0\u67e5<\/strong>\u3002\u5982\u679c\u63d0\u8bae\u56e0\u5b50\u7684\u4ee3\u7801\u7ed3\u6784\u548c\u6570\u636e\u5e93\u91cc\u5df2\u6709\u7684\u56e0\u5b50\u592a\u63a5\u8fd1\uff0c\u81ea\u52a8\u62d2\u7edd\uff0c\u5f3a\u5236\u7cfb\u7edf\u53bb\u63a2\u7d22\u771f\u6b63\u65b0\u7684\u5e02\u573a\u7ed3\u6784\u3002<\/p>\n\n\n\n
      \u56de\u6d4b\u6570\u636e\u8bf4\u8bdd\uff1a<\/p>\n\n\n\n
      \u6570\u636e\u96c6<\/strong><\/th>\u5e74\u5747\u8d85\u989d\u6536\u76ca\uff08\u6263\u8d39\u540e\uff09<\/strong><\/th>\u4fe1\u606f\u7cfb\u6570\uff08IC\uff09\u8303\u56f4<\/strong><\/th>IC\u8870\u51cf\u60c5\u51b5<\/strong><\/th><\/tr>
      \u4e2d\u8bc1500<\/td>11.0%<\/td>0.02 ~ 0.025<\/td>\u7a33\u5b9a\u4e0d\u8870\u51cf<\/td><\/tr>
      \u6807\u666e500<\/td>8.74%<\/td>0.02 ~ 0.025<\/td>\u7a33\u5b9a\u4e0d\u8870\u51cf<\/td><\/tr>
      \u4f20\u7edf\u56e0\u5b50<\/td>\u9010\u6e10\u4e0b\u964d<\/td>\u8870\u51cf\u81f3\u63a5\u8fd10<\/td>\u5feb\u901f\u8870\u51cf<\/td><\/tr>
      \u6807\u51c6LLM\u56e0\u5b50<\/td>\u521d\u671f\u9ad8\uff0c\u5feb\u901f\u8870\u51cf<\/td>\u8870\u51cf\u81f3\u63a5\u8fd10<\/td>\u6781\u901f\u8870\u51cf<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
      \u8fd9\u4e2a\u6570\u636e\u975e\u5e38\u6e05\u6670\uff1a\u52a0\u4e86AST\u7ea6\u675f\u7684\u56e0\u5b50\u6316\u6398\uff0cIC\uff08\u4fe1\u606f\u7cfb\u6570\uff09\u80fd\u4e00\u76f4\u7a33\u5b9a\u57280.02\u52300.025\u4e4b\u95f4\uff1b\u800c\u4f20\u7edf\u56e0\u5b50\u548c\u6807\u51c6LLM\u751f\u6210\u7684\u56e0\u5b50\uff0cIC\u4f1a\u8870\u51cf\u5230\u63a5\u8fd1\u96f6\u3002<\/p>\n\n\n\n
      \n
      \u73b0\u5b9e\u5f71\u54cd\uff1a<\/strong>\u5982\u679c\u6bcf\u4e2a\u91cf\u5316\u56e2\u961f\u90fd\u90e8\u7f72\u5927\u8bed\u8a00\u6a21\u578b\u6316\u56e0\u5b50\uff0c\u800c\u8fd9\u4e9b\u6a21\u578b\u53c8\u5171\u4eab\u76f8\u540c\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u96c6\uff0c\u90a3\u6574\u4e2a\u884c\u4e1a\u5c31\u662f\u5728\u5de5\u4e1a\u7ea7\u89c4\u6a21\u4e0a\u5236\u9020”\u76f8\u5173\u6027\u56e0\u5b50\u8870\u51cf”\u3002\u806a\u660e\u7684\u516c\u53f8\u77e5\u9053\u8fd9\u4e00\u70b9\uff0c\u6b63\u5728\u8bf7\u7269\u7406\u5b66\u535a\u58eb\u5728AST\u5c42\u7ea7\u5199\u6b63\u5219\u7ea6\u675f\u2014\u2014\u8fd9\u662f\u5728\u6316\u62a4\u57ce\u6cb3\u3002\u800c\u90a3\u4e9b\u53ea\u4f1a\u7528\u63d0\u793a\u8bcd\u5de5\u7a0b\u63a5\u5165\u5f6d\u535a\u7ec8\u7aef\u7684\u516c\u53f8\uff0c\u662f\u5728\u57cb\u5b9a\u65f6\u70b8\u5f39\u3002<\/p>\n<\/blockquote>\n\n\n\n
      3.2 \u7528\u4ee3\u7801\u7406\u89e3AST\u76f8\u4f3c\u5ea6\u68c0\u67e5<\/strong><\/h3>\n\n\n\n
      AlphaAgent\u7684\u6838\u5fc3\u601d\u8def\uff0c\u53ef\u4ee5\u7528\u4e00\u6bb5\u7b80\u5316\u7684\u4f2a\u4ee3\u7801\u6765\u7406\u89e3\uff1a<\/p>\n\n\n\n
      # AlphaAgent AST\u76f8\u4f3c\u5ea6\u68c0\u67e5 - \u7b80\u5316\u793a\u610f<\/code> def generate_factor(hypothesis, existing_factors): <\/code><\/code># \u6b65\u9aa41\uff1a\u5c06\u5e02\u573a\u5047\u8bbe\u89e3\u6790\u4e3a\u56e0\u5b50\u7684AST\u8868\u793a<\/code> factor_ast = parse_to_ast(hypothesis) <\/code><\/code># \u6b65\u9aa42\uff1a\u4e0e\u6570\u636e\u5e93\u4e2d\u5df2\u6709\u56e0\u5b50\u505aAST\u76f8\u4f3c\u5ea6\u6bd4\u5bf9<\/code>for existing <\/code>in existing_factors: similarity = ast_similarity(factor_ast, existing.ast) <\/code><\/code># \u6b65\u9aa43\uff1a\u76f8\u4f3c\u5ea6\u8d85\u8fc7\u9608\u503c\uff0c\u76f4\u63a5\u62d2\u7edd<\/code> if similarity > THRESHOLD: return<\/code> \"REJECTED: \u4e0e\u5df2\u6709\u56e0\u5b50\u7ed3\u6784\u8fc7\u4e8e\u76f8\u4f3c\"<\/code> <\/code># \u6b65\u9aa44\uff1a\u901a\u8fc7\u68c0\u67e5\uff0c\u8fdb\u5165\u56de\u6d4b\u6d41\u7a0b<\/code> backtest_result = run_backtest(factor_ast) <\/code>return <\/code>evaluate_and_flag(backtest_result) <\/code><\/code># \u5173\u952e\u53c2\u6570\uff1aTHRESHOLD\u901a\u5e38\u8bbe\u4e3a0.7~0.85<\/code># \u8d8a\u4f4e\u8d8a\u4e25\u683c\uff0c\u4ea7\u51fa\u56e0\u5b50\u8d8a\u5dee\u5f02\u5316<\/code> THRESHOLD = 0.75<\/code><\/code><\/pre>\n\n\n\n
      \u601d\u8def\u5f88\u76f4\u89c2\uff1a\u4f60\u7684\u65b0\u56e0\u5b50\u548c\u5df2\u6709\u56e0\u5b50\u7684\u4ee3\u7801\u7ed3\u6784\u4e0d\u80fd\u592a\u50cf\u3002\u50cf\u4e86\u5c31\u4e0d\u8ba9\u8fc7\uff0c\u903c\u4f60\u53bb\u627e\u65b0\u7684\u5e02\u573a\u7ed3\u6784\u3002\u8fd9\u662f\u5bf9\u6297\u56e0\u5b50\u540c\u8d28\u5316\u7684\u7b2c\u4e00\u9053\u9632\u7ebf\u3002<\/p>\n\n\n\n
      \u56db\u3001D.E. Shaw\uff1a\u6700\u7cfb\u7edf\u5316\u7684\u516c\u53f8\uff0c\u53cd\u624b\u5f00\u4e86\u4e00\u53ea\u4e3b\u89c2\u57fa\u91d1<\/strong><\/h2>\n\n\n\n
      \u8fd9\u4e2a\u6d88\u606f\u786e\u5b9e\u8ba9\u6211\u5403\u4e86\u4e00\u60ca\u3002<\/p>\n\n\n\n
      D.E. Shaw\uff0cDavid Shaw\u521b\u5efa\u7684\u516c\u53f8\uff0c\u5efa\u516c\u53f8\u7684\u524d\u63d0\u5c31\u662f\u7cfb\u7edf\u6a21\u578b\u4f18\u4e8e\u4eba\u7c7b\u5224\u65ad<\/strong>\u3002\u7ed3\u679c2025\u5e74\u5e95\uff0c\u4ed6\u4eec\u63a8\u51fa\u4e86Cogence Fund<\/strong>\uff0c\u76ee\u6807\u52df\u8d4430\u523050\u4ebf\u7f8e\u5143\uff0c\u7528\u4e8e\u7eaf\u7cb9\u7684\u4e3b\u89c2\u4ea4\u6613<\/strong>\uff0c\u51b3\u7b56\u8fc7\u7a0b\u4e2d\u4e0d\u7528\u4efb\u4f55\u7b97\u6cd5\u3002\u5b8c\u5168\u7531\u4eba\u7c7b\u4ea4\u6613\u5458\u505a\u5224\u65ad\u3002<\/p>\n\n\n\n
      \u8868\u9762\u770b\uff0c\u8fd9\u662f\u81ea\u76f8\u77db\u76fe\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e0d\u662f\u54f2\u5b66\u4e0a\u7684\u8f6c\u5411\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u51b2\u3002<\/p>\n\n\n\n
      D.E. Shaw\u81ea\u5df1\u7684\u7814\u7a76\u56e2\u961f\u51e0\u4e4e\u80af\u5b9a\u63d0\u4f9b\u4e86\u7406\u8bba\u4f9d\u636e\uff1a<\/p>\n\n\n\n
        \n
      • \u5728\u7cfb\u7edf\u4fe1\u53f7\u8870\u51cf\u901f\u5ea6\u8d85\u8fc7\u56de\u6d4b\u9884\u6d4b\u7684\u5e02\u573a\u73af\u5883\u4e0b\u3002<\/li>\n\n\n\n
      • \u5728\u6a21\u578b\u62e5\u6324\u6b63\u5728\u538b\u7f29\u6574\u4e2a\u673a\u6784\u73af\u5883\u4e2d\u56e0\u5b50\u6ea2\u4ef7\u7684\u60c5\u51b5\u4e0b\u3002<\/li>\n\n\n\n
      • \u9488\u5bf9\u7279\u5b9a\u4ea4\u6613\u5b50\u96c6\uff0c\u4e3b\u89c2\u5224\u65ad\u53ef\u80fd\u62e5\u6709\u4e0d\u76f8\u5173\u7684\u4f18\u52bf\u3002<\/strong><\/li>\n<\/ul>\n\n\n\n
        Cogence Fund\u4e0d\u662f\u627f\u8ba4\u91cf\u5316\u5931\u6548\uff0c\u800c\u662f\u5173\u4e8e”\u5f53\u524d\u4e0d\u76f8\u5173\u963f\u5c14\u6cd5\u5b58\u5728\u4e8e\u54ea\u91cc”\u7684\u8d44\u4ea7\u914d\u7f6e\u51b3\u7b56\u3002<\/p>\n\n\n\n
        \u503c\u5f97\u6df1\u601d\u7684\u662f\u65f6\u673a\uff1a\u5f53\u6240\u6709\u5176\u4ed6\u516c\u53f8\u90fd\u5728\u589e\u52a0\u7b97\u6cd5\u81ea\u4e3b\u6743\u7684\u65f6\u5019\uff0c\u4e1a\u5185\u6700\u8001\u724c\u7684\u7cfb\u7edf\u5316\u4ea4\u6613\u516c\u53f8\uff0c\u6b63\u6084\u6084\u628a\u4eba\u7c7b\u5224\u65ad\u91cd\u65b0\u5f15\u5165\u90e8\u5206\u8d44\u672c\u7ed3\u6784\u3002\u8fd9\u4e2a\u4fe1\u53f7\uff0c\u503c\u5f97\u597d\u597d\u7422\u78e8\u3002<\/strong><\/p>\n\n\n\n
        \n
        \u8001\u4f59\u89c2\u70b9\uff1a<\/strong>\u8fd9\u5c31\u50cf\u4e00\u5bb6\u5168\u81ea\u52a8\u9a7e\u9a76\u516c\u53f8\u7a81\u7136\u62db\u8058\u4e86\u4e00\u6279\u8001\u53f8\u673a\u3002\u4e0d\u662f\u81ea\u52a8\u9a7e\u9a76\u4e0d\u884c\u4e86\uff0c\u800c\u662f\u5728\u67d0\u4e9b\u7279\u5b9a\u8def\u51b5\u4e0b\uff0c\u8001\u53f8\u673a\u7684\u7ecf\u9a8c\u786e\u5b9e\u80fd\u8865\u4e0a\u7b97\u6cd5\u7684\u76f2\u533a\u3002\u771f\u6b63\u806a\u660e\u7684\u505a\u6cd5\u4ece\u6765\u4e0d\u662f”\u5168\u62bc\u4e00\u8fb9”\uff0c\u800c\u662f\u5728\u4e0d\u540c\u73af\u5883\u4e0b\u7528\u4e0d\u540c\u7684\u5de5\u5177\u3002<\/p>\n<\/blockquote>\n\n\n\n
        \u4e94\u3001\u8d1d\u7d22\u65af\u6b63\u6084\u6084\u6316\u8d70\u91cf\u5316\u4eba\u624d<\/strong><\/h2>\n\n\n\n
        2025\u5e7411\u6708\uff0c\u8d1d\u7d22\u65af\u7684\u79d8\u5bc6AI\u9879\u76eePrometheus\uff08\u666e\u7f57\u7c73\u4fee\u65af\uff09<\/strong>\u6b63\u5f0f\u542f\u52a8\uff0c\u627f\u8bfa\u8d44\u91d162\u4ebf\u7f8e\u5143\u3002\u540e\u6765\u6211\u67e5\u5230\uff0c\u65b0\u4e00\u8f6e\u878d\u8d44\u6b63\u5728\u63a8\u8fdb\uff0c\u76ee\u6807100\u4ebf\u7f8e\u5143\uff0c\u6295\u540e\u4f30\u503c\u53ef\u80fd\u8fbe\u5230380\u4ebf\u7f8e\u5143\u3002<\/p>\n\n\n\n
        \u8fd9\u4e2a\u5b9e\u9a8c\u5ba4\u4ece\u5bf9\u51b2\u57fa\u91d1\u548c\u4ea4\u6613\u516c\u53f8\u6316\u4eba\u7684\u65b9\u5f0f\uff0c\u5728eFinancialCareers\u4e4b\u5916\u51e0\u4e4e\u6ca1\u6709\u5f15\u8d77\u5173\u6ce8\u3002\u5df2\u786e\u8ba4\u7684\u6210\u5458\u5305\u62ec\uff1a<\/p>\n\n\n\n
          \n
        • \u6765\u81eaCitadel Securities\u7684\u524dFICC\u548c\u80a1\u7968\u91cf\u5316\u4e13\u5bb6<\/li>\n\n\n\n
        • \u66fe\u5728\u6469\u6839\u58eb\u4e39\u5229\u4ece\u4e8b\u7ed3\u6784\u5316\u4fe1\u8d37\u4ea4\u6613\u3001\u540e\u8f6c\u884c\u8f6f\u4ef6\u5f00\u53d1\u7684\u524d\u4ea4\u6613\u5458<\/li>\n<\/ul>\n\n\n\n
          \u5b9e\u9a8c\u5ba4\u6709\u6570\u767e\u540d\u5458\u5de5\uff0c\u4f46LinkedIn\u4e0a\u516c\u5f00\u5173\u8054\u4fe1\u606f\u7684\u4e0d\u523080\u4eba\u3002\u5458\u5de5\u7b7e\u7f72\u4e25\u683c\u7684\u4fdd\u5bc6\u534f\u8bae\u3002<\/strong><\/p>\n\n\n\n
          Prometheus\u7684\u516c\u5f00\u4f7f\u547d\u662f\u822a\u7a7a\u822a\u5929\u3001\u5236\u9020\u4e1a\u548c\u5de5\u7a0b\u9886\u57df\u7684”\u7269\u7406AI”\u3002\u4f46\u91cf\u5316\u4eba\u624d\u7684\u80cc\u666f\u5e76\u4e0d\u76f4\u63a5\u5bf9\u5e94\u8fd9\u4e9b\u9886\u57df\u3002\u7ed3\u6784\u5316\u4fe1\u8d37\u4e13\u957f\u548cFICC\u91cf\u5316\u80cc\u666f\u6307\u5411\u7684\u662f\u66f4\u504f\u5411”\u91d1\u878d\u67b6\u6784”\u7684\u80fd\u529b\uff1a<\/p>\n\n\n\n
          \u91cf\u5316\u4ea4\u6613\u80fd\u529b<\/strong><\/th>\u5728\u7269\u7406AI\u4e2d\u7684\u5bf9\u5e94\u5e94\u7528<\/strong><\/th><\/tr>
          \u590d\u6742\u7cfb\u7edf\u6a21\u62df<\/td>\u822a\u7a7a\u822a\u5929\u5de5\u7a0b\u6a21\u62df<\/td><\/tr>
          \u7ea6\u675f\u6761\u4ef6\u4e0b\u7684\u591a\u667a\u80fd\u4f53\u4f18\u5316<\/td>\u5236\u9020\u4e1a\u591a\u673a\u5668\u4eba\u534f\u4f5c<\/td><\/tr>
          \u5608\u6742\u73af\u5883\u4e2d\u7684\u6982\u7387\u63a8\u65ad<\/td>\u4f20\u611f\u5668\u878d\u5408\u4e0e\u51b3\u7b56<\/td><\/tr>
          \u5bf9\u6297\u6027\u975e\u5e73\u7a33\u73af\u5883\u4e2d\u7684\u4fe1\u53f7\u6784\u5efa<\/td>\u5b9e\u65f6\u73af\u5883\u9002\u5e94<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
          \u6570\u5b66\u6846\u67b6\u57fa\u672c\u4e00\u81f4\uff0c\u8f6c\u6362\u6210\u672c\u5f88\u4f4e\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48AI\u5b9e\u9a8c\u5ba4\u53d1\u73b0\uff1a\u5728\u4ea4\u6613\u573a\u91cc\u82b1\u4e86\u5341\u5e74\u6784\u5efa\u4fe1\u53f7\u7ba1\u9053\u7684\u7814\u7a76\u8005\uff0c\u6b63\u662f\u4ed6\u4eec\u9700\u8981\u7684\u4eba\u3002<\/p>\n\n\n\n
          \n
          \u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\u8d44\u672c\u7ed3\u6784\uff1a<\/strong>\u636e\u62a5\u9053\uff0cPrometheus\u6b63\u5728\u63a2\u7d22\u7c7b\u4f3c\u4f2f\u514b\u5e0c\u5c14\u54c8\u6492\u97e6\u7684\u6c38\u4e45\u6027\u8d44\u672c\u7ed3\u6784\uff1a\u6536\u8d2d\u4ed6\u4eec\u8ba1\u5212\u7528AI\u6539\u9020\u7684\u884c\u4e1a\u80a1\u4efd\uff0c\u518d\u5229\u7528\u8fd9\u4e9b\u4e1a\u52a1\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\u7ba1\u9053\u3002\u65b0\u52a0\u5761\u548c\u6d77\u6e7e\u56fd\u5bb6\u4e3b\u6743\u8d22\u5bcc\u57fa\u91d1\u7684\u8ba8\u8bba\u636e\u79f0\u4e5f\u5728\u8fdb\u884c\u4e2d\u3002\u8fd9\u4e2a\u6a21\u5f0f\uff0c\u8ddf30\u5e74\u524d\u6587\u827a\u590d\u5174\u79d1\u6280\u7684\u4f4e\u8c03\u5d1b\u8d77\uff0c\u6709\u60ca\u4eba\u7684\u76f8\u4f3c\u4e4b\u5904\u3002<\/strong><\/p>\n<\/blockquote>\n\n\n\n
          \u516d\u3001”\u5bb9\u91cf\u7d27\u7f29”\u5df2\u7ecf\u6765\u4e86\uff0c\u53ea\u662f\u6ca1\u4eba\u6562\u5927\u58f0\u8bf4<\/strong><\/h2>\n\n\n\n
          \u636eVerified Market Research\u7684\u6570\u636e\uff0c\u91cf\u5316\u57fa\u91d1\u5e02\u573a2024\u5e74\u4f30\u503c16\u4e07\u4ebf\u7f8e\u5143\uff0c\u9884\u8ba1\u52302032\u5e74\u4ee510.09%\u7684\u590d\u5408\u5e74\u589e\u957f\u7387\u589e\u957f\u81f331.4\u4e07\u4ebf\u7f8e\u5143\u3002\u8d44\u91d1\u8fd8\u5728\u6301\u7eed\u6d41\u5165\uff0c\u4f46\u771f\u6b63\u4e0d\u76f8\u5173\u7684\u963f\u5c14\u6cd5\u6536\u76ca\u6c60\u662f\u6709\u9650\u7684\uff0c\u800c\u4e14\u968f\u7740\u66f4\u591a\u53c2\u4e0e\u8005\u5171\u4eab\u76f8\u540c\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3001\u56e0\u5b50\u5e93\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u8fd9\u79cd\u72b6\u51b5\u53ef\u80fd\u6b63\u5728\u6076\u5316\u3002<\/p>\n\n\n\n
          6.1 Millennium vs Citadel\uff1a\u4e3a\u4ec0\u4e48Pod\u6a21\u5f0f\u8d62\u4e86\uff1f<\/strong><\/h3>\n\n\n\n
          2025\u5e74\uff0cMillennium Management\uff08\u7ba1\u7406\u7ea6834\u4ebf\u7f8e\u5143\uff09\u4ee510.5%\u7684\u56de\u62a5\u8d85\u8fc7\u4e86Citadel Wellington\u57fa\u91d1\u768410.2%\u3002\u90e8\u5206\u539f\u56e0\u5728\u4e8e\uff1aMillennium\u7684330\u591a\u4e2a\u72ec\u7acb\u56e2\u961f\uff0c\u5404\u81ea\u6784\u5efa\u72ec\u7279\u7684\u4fe1\u53f7\u4f53\u7cfb\u5e76\u8bbe\u7f6e\u4e0d\u540c\u7684\u5934\u5bf8\u9650\u5236\uff0c\u5929\u7136\u4ea7\u751f\u66f4\u4f4e\u7684\u5185\u90e8\u76f8\u5173\u6027\u3002<\/strong><\/p>\n\n\n\n
          Pod\u6a21\u5f0f\u7684\u672c\u8d28\u5c31\u662f\u9488\u5bf9\u62e5\u6324\u7684\u7ed3\u6784\u6027\u5bf9\u51b2\u3002\u4f46\u5b83\u8fd0\u8425\u6210\u672c\u9ad8\u3001\u64cd\u4f5c\u590d\u6742\uff0c\u8d8a\u6765\u8d8a\u591a\u516c\u53f8\u5728\u5b66\uff0c\u4f46\u5f88\u591a\u6839\u672c\u8d1f\u62c5\u4e0d\u8d77\u505a\u597d\u5b83\u9700\u8981\u7684\u7ec4\u7ec7\u5f00\u9500\u3002<\/p>\n\n\n\n
          6.2 \u4eba\u624d\u4e89\u593a\u7684\u53cc\u5411\u62c9\u626f<\/strong><\/h3>\n\n\n\n
          \u5bb9\u91cf\u7d27\u7f29\u6b63\u5728\u91cd\u5851\u4eba\u624d\u683c\u5c40\u3002AQR\u3001Two Sigma\u3001D.E. Shaw\u4e0d\u518d\u4e3b\u8981\u4e89\u593a\u8d44\u672c\uff0c\u800c\u662f\u5728\u4e89\u593a\u65e5\u76ca\u7a00\u7f3a\u7684\u80fd\u6784\u5efa\u771f\u6b63\u65b0\u578b\u56e0\u5b50\u7ed3\u6784\u7684\u7814\u7a76\u4eba\u5458\u3002<\/p>\n\n\n\n
          \u800c\u62db\u8058\u538b\u529b\u662f\u53cc\u5411\u7684\uff1a<\/p>\n\n\n\n