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\u6b63\u5728\u6df1\u523b\u6539\u8b8a\u5de5\u4f5c\u7684\u7d50\u69cb\u3002\u5148\u884c\u8005\u5df2\u7d93\u5728\u9019\u6a23\u505a\uff0c\u800c\u96a8\u7740\u5de5\u5177\u9580\u6abb\u6301\u7e8c\u964d\u4f4e\uff0c\u6bcf\u4e00\u500b\u77e5\u8b58\u5de5\u4f5c\u8005\u90fd\u6709\u6f5b\u529b\u5f9e\u201c\u57f7\u884c\u8005\u201d\u8f49\u8b8a\u70ba\u201c\u7ba1\u7406\u8005\u201d\u3002\u672a\u4f86\u6700\u6709\u50f9\u503c\u7684\u52de\u52d5\u8005\uff0c\u672a\u5fc5\u662f\u4e8b\u5fc5\u8eac\u89aa\u7684\u4eba\uff0c\u800c\u662f\u80fd\u5920\u642d\u5efa\u6b63\u78ba\u7cfb\u7d71\u7684\u4eba\u3002<\/p>\n<p>\u9019\u7a2e\u8f49\u8b8a\u4e0d\u9700\u8981\u7b49\u5f85\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528ChatGPT\u6216Claude\u56de\u7b54\u904e\u554f\u984c\uff0c\u4e0b\u4e00\u6b65\u4e0d\u59a8\u8a66\u8a66\u628a\u4e00\u9805\u5b8c\u6574\u7684\u5de5\u4f5c\u4efb\u52d9\u4ea4\u7d66\u5b83\uff1a\u4e0d\u662f\u554f\u5b83\u4e00\u500b\u554f\u984c\uff0c\u800c\u662f\u8b93\u5b83\u5e6b\u4f60\u5b8c\u6210\u4e00\u500b\u6d41\u7a0b\uff0c\u7136\u5f8c\u628a\u7cbe\u529b\u653e\u5728\u5be9\u6838\u548c\u5224\u65b7\u4e0a\u3002\u4f60\u6703\u767c\u73fe\uff0c\u201c\u7ba1\u7406AI\u201d\u6bd4\u60f3\u50cf\u4e2d\u66f4\u63a5\u8fd1\u4f60\u5df2\u7d93\u64c5\u9577\u7684\u4e8b\u3002<\/p>\n<p><strong>\u53c3\u8003\u6587\u737b<\/strong><\/p>\n[1] Weidmann, B., Xu, Y., &amp; Deming, D. J. (2025). <span>Measuring Human Leadership Skills with AI Agents. <em>NBER Working Paper<\/em> No. 33662.<\/span><\/p>\n<p><span>[2] Mollick, E. (2026, January 27). Management as AI Superpower. <em>One Useful Thing<\/em>. https:\/\/www.oneusefulthing.org\/p\/management-as-ai-superpower<\/span><\/p>\n<p><span>[3] Top Engineers at Anthropic, OpenAI Say AI Now Writes 100% of Their Code. (2026, January 29). <em>Fortune<\/em>. <a href=\"https:\/\/fortune.com\/2026\/01\/29\/100-percent-of-code-at-anthropic-and-openai-is-now-ai-written-boris-cherny-roon\/\">https:\/\/fortune.com\/2026\/01\/29\/100-percent-of-code-at-anthropic-and-openai-is-now-ai-written-boris-cherny-roon\/<\/a><\/span><\/p>\n<p><strong>\u7ae5\u6b23\u6559\u6388 <\/strong><br \/>\n<strong>\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u5275\u65b0\u8207\u8cc7\u8a0a\u7ba1\u7406\u6559\u6388\u53ca\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u7d93\u6fdf\u5b78\u6559\u6388<\/strong><\/p>\n<p><strong>\u5085\u79b9\u9298<br \/>\n\u6e2f\u5927\u7d93\u7ba1\u5b78\u9662\u7814\u7a76\u52a9\u7406\u00a0<\/strong><\/p>\n<p><span>\uff08\u672c\u6587\u540c\u6642\u65bc\u4e8c\u96f6\u4e8c\u516d\u5e74\u56db\u6708\u56db\u65e5\u8f09\u65bc\u300a\u7d93\u6fdf\u4e00\u9031\u300b<span class=\"a_GcMg font-feature-liga-off font-feature-clig-off font-feature-calt-off text-decoration-none 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\u6b63\u5728\u6df1\u523b\u6539\u8b8a\u5de5\u4f5c\u7684\u7d50\u69cb\u3002\u5148\u884c\u8005\u5df2\u7d93\u5728\u9019\u6a23\u505a\uff0c\u800c\u96a8\u7740\u5de5\u5177\u9580\u6abb\u6301\u7e8c\u964d\u4f4e\uff0c\u6bcf\u4e00\u500b\u77e5\u8b58\u5de5\u4f5c\u8005\u90fd\u6709\u6f5b\u529b\u5f9e\u201c\u57f7\u884c\u8005\u201d\u8f49\u8b8a\u70ba\u201c\u7ba1\u7406\u8005\u201d\u3002\u672a\u4f86\u6700\u6709\u50f9\u503c\u7684\u52de\u52d5\u8005\uff0c\u672a\u5fc5\u662f\u4e8b\u5fc5\u8eac\u89aa\u7684\u4eba\uff0c\u800c\u662f\u80fd\u5920\u642d\u5efa\u6b63\u78ba\u7cfb\u7d71\u7684\u4eba\u3002 \u9019\u7a2e\u8f49\u8b8a\u4e0d\u9700\u8981\u7b49\u5f85\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528ChatGPT\u6216Claude\u56de\u7b54\u904e\u554f\u984c\uff0c\u4e0b\u4e00\u6b65\u4e0d\u59a8\u8a66\u8a66\u628a\u4e00\u9805\u5b8c\u6574\u7684\u5de5\u4f5c\u4efb\u52d9\u4ea4\u7d66\u5b83\uff1a\u4e0d\u662f\u554f\u5b83\u4e00\u500b\u554f\u984c\uff0c\u800c\u662f\u8b93\u5b83\u5e6b\u4f60\u5b8c\u6210\u4e00\u500b\u6d41\u7a0b\uff0c\u7136\u5f8c\u628a\u7cbe\u529b\u653e\u5728\u5be9\u6838\u548c\u5224\u65b7\u4e0a\u3002\u4f60\u6703\u767c\u73fe\uff0c\u201c\u7ba1\u7406AI\u201d\u6bd4\u60f3\u50cf\u4e2d\u66f4\u63a5\u8fd1\u4f60\u5df2\u7d93\u64c5\u9577\u7684\u4e8b\u3002 \u53c3\u8003\u6587\u737b [1] Weidmann, B., Xu, Y., &amp; Deming, D. J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. (2026,\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"google-site-verification\" content=\"google-site-verification=MjdkluDgHpNk2vz5slbwER2Gusw2rUDQuVULMERWzLo\" \/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/opinions-and-speeches\/leading-the-machine-transitioning-from-ai-user-to-ai-manager\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"en_US\" \/>\n\t\t<meta property=\"og:site_name\" content=\"HKU Business School -\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u8b93AI\u6210\u70ba\u4f60\u7684\u4e0b\u5c6c\uff1a\u5f9e\u57f7\u884c\u8005\u5230\u7ba1\u7406\u8005 - HKU Business School\" \/>\n\t\t<meta property=\"og:description\" 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\u5718\u968a\u8207\u7ba1\u7406\u4eba\u985e\u5718\u968a\u4e4b\u9593\uff0c\u4e5f\u8868\u73fe\u51fa\u9a5a\u4eba\u7684\u76f8\u4f3c\u6027\u3002\u54c8\u4f5b\u5927\u5b78\u7d93\u6fdf\u5b78\u5bb6 Weidmann\u3001Xu \u8207 Deming\uff082025\uff09\u7684\u5be6\u9a57\u767c\u73fe\uff0c\u9818\u5c0e\u8005\u7ba1\u7406 AI \u5718\u968a\u7684\u8868\u73fe\u8207\u5176\u7ba1\u7406\u4eba\u985e\u5718\u968a\u7684\u80fd\u529b\u9ad8\u5ea6\u76f8\u95dc\uff1a\u597d\u7684\u9818\u5c0e\u8005\u5728\u5169\u7a2e\u60c5\u5883\u4e0b\u90fd\u5c55\u73fe\u51fa\u4e00\u81f4\u7684\u884c\u70ba\u6a21\u5f0f\uff1a\u63d0\u51fa\u66f4\u591a\u554f\u984c\uff0c\u66f4\u983b\u7e41\u5730\u5c0d\u8a71\uff0c\u66f4\u50be\u5411\u65bc\u8aac\u201c\u6211\u5011\u201d\u800c\u975e\u201c\u6211\u201d\u3002 \u6c83\u9813\u5546\u5b78\u9662\u6559\u6388 Ethan Mollick 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\u6b63\u5728\u6df1\u523b\u6539\u8b8a\u5de5\u4f5c\u7684\u7d50\u69cb\u3002\u5148\u884c\u8005\u5df2\u7d93\u5728\u9019\u6a23\u505a\uff0c\u800c\u96a8\u7740\u5de5\u5177\u9580\u6abb\u6301\u7e8c\u964d\u4f4e\uff0c\u6bcf\u4e00\u500b\u77e5\u8b58\u5de5\u4f5c\u8005\u90fd\u6709\u6f5b\u529b\u5f9e\u201c\u57f7\u884c\u8005\u201d\u8f49\u8b8a\u70ba\u201c\u7ba1\u7406\u8005\u201d\u3002\u672a\u4f86\u6700\u6709\u50f9\u503c\u7684\u52de\u52d5\u8005\uff0c\u672a\u5fc5\u662f\u4e8b\u5fc5\u8eac\u89aa\u7684\u4eba\uff0c\u800c\u662f\u80fd\u5920\u642d\u5efa\u6b63\u78ba\u7cfb\u7d71\u7684\u4eba\u3002 \u9019\u7a2e\u8f49\u8b8a\u4e0d\u9700\u8981\u7b49\u5f85\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528ChatGPT\u6216Claude\u56de\u7b54\u904e\u554f\u984c\uff0c\u4e0b\u4e00\u6b65\u4e0d\u59a8\u8a66\u8a66\u628a\u4e00\u9805\u5b8c\u6574\u7684\u5de5\u4f5c\u4efb\u52d9\u4ea4\u7d66\u5b83\uff1a\u4e0d\u662f\u554f\u5b83\u4e00\u500b\u554f\u984c\uff0c\u800c\u662f\u8b93\u5b83\u5e6b\u4f60\u5b8c\u6210\u4e00\u500b\u6d41\u7a0b\uff0c\u7136\u5f8c\u628a\u7cbe\u529b\u653e\u5728\u5be9\u6838\u548c\u5224\u65b7\u4e0a\u3002\u4f60\u6703\u767c\u73fe\uff0c\u201c\u7ba1\u7406AI\u201d\u6bd4\u60f3\u50cf\u4e2d\u66f4\u63a5\u8fd1\u4f60\u5df2\u7d93\u64c5\u9577\u7684\u4e8b\u3002 \u53c3\u8003\u6587\u737b [1] Weidmann, B., Xu, Y., &amp; Deming, D. J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. (2026,\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.hkubs.hku.hk\/tc\/research\/thought-leadership\/opinions-and-speeches\/leading-the-machine-transitioning-from-ai-user-to-ai-manager\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-04-09T03:17:13+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-04-09T04:30:44+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u8b93AI\u6210\u70ba\u4f60\u7684\u4e0b\u5c6c\uff1a\u5f9e\u57f7\u884c\u8005\u5230\u7ba1\u7406\u8005 - HKU Business School\" \/>\n\t\t<meta name=\"twitter:description\" 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\u9019\u7a2e\u8f49\u8b8a\u4e0d\u9700\u8981\u7b49\u5f85\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528ChatGPT\u6216Claude\u56de\u7b54\u904e\u554f\u984c\uff0c\u4e0b\u4e00\u6b65\u4e0d\u59a8\u8a66\u8a66\u628a\u4e00\u9805\u5b8c\u6574\u7684\u5de5\u4f5c\u4efb\u52d9\u4ea4\u7d66\u5b83\uff1a\u4e0d\u662f\u554f\u5b83\u4e00\u500b\u554f\u984c\uff0c\u800c\u662f\u8b93\u5b83\u5e6b\u4f60\u5b8c\u6210\u4e00\u500b\u6d41\u7a0b\uff0c\u7136\u5f8c\u628a\u7cbe\u529b\u653e\u5728\u5be9\u6838\u548c\u5224\u65b7\u4e0a\u3002\u4f60\u6703\u767c\u73fe\uff0c\u201c\u7ba1\u7406AI\u201d\u6bd4\u60f3\u50cf\u4e2d\u66f4\u63a5\u8fd1\u4f60\u5df2\u7d93\u64c5\u9577\u7684\u4e8b\u3002 \u53c3\u8003\u6587\u737b [1] Weidmann, B., Xu, Y., &amp; Deming, D. J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. 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J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. 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J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. 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J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. 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\u6b63\u5728\u6df1\u523b\u6539\u8b8a\u5de5\u4f5c\u7684\u7d50\u69cb\u3002\u5148\u884c\u8005\u5df2\u7d93\u5728\u9019\u6a23\u505a\uff0c\u800c\u96a8\u7740\u5de5\u5177\u9580\u6abb\u6301\u7e8c\u964d\u4f4e\uff0c\u6bcf\u4e00\u500b\u77e5\u8b58\u5de5\u4f5c\u8005\u90fd\u6709\u6f5b\u529b\u5f9e\u201c\u57f7\u884c\u8005\u201d\u8f49\u8b8a\u70ba\u201c\u7ba1\u7406\u8005\u201d\u3002\u672a\u4f86\u6700\u6709\u50f9\u503c\u7684\u52de\u52d5\u8005\uff0c\u672a\u5fc5\u662f\u4e8b\u5fc5\u8eac\u89aa\u7684\u4eba\uff0c\u800c\u662f\u80fd\u5920\u642d\u5efa\u6b63\u78ba\u7cfb\u7d71\u7684\u4eba\u3002 \u9019\u7a2e\u8f49\u8b8a\u4e0d\u9700\u8981\u7b49\u5f85\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528ChatGPT\u6216Claude\u56de\u7b54\u904e\u554f\u984c\uff0c\u4e0b\u4e00\u6b65\u4e0d\u59a8\u8a66\u8a66\u628a\u4e00\u9805\u5b8c\u6574\u7684\u5de5\u4f5c\u4efb\u52d9\u4ea4\u7d66\u5b83\uff1a\u4e0d\u662f\u554f\u5b83\u4e00\u500b\u554f\u984c\uff0c\u800c\u662f\u8b93\u5b83\u5e6b\u4f60\u5b8c\u6210\u4e00\u500b\u6d41\u7a0b\uff0c\u7136\u5f8c\u628a\u7cbe\u529b\u653e\u5728\u5be9\u6838\u548c\u5224\u65b7\u4e0a\u3002\u4f60\u6703\u767c\u73fe\uff0c\u201c\u7ba1\u7406AI\u201d\u6bd4\u60f3\u50cf\u4e2d\u66f4\u63a5\u8fd1\u4f60\u5df2\u7d93\u64c5\u9577\u7684\u4e8b\u3002 \u53c3\u8003\u6587\u737b [1] Weidmann, B., Xu, Y., &amp; Deming, D. J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. 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\u5718\u968a\u8207\u7ba1\u7406\u4eba\u985e\u5718\u968a\u4e4b\u9593\uff0c\u4e5f\u8868\u73fe\u51fa\u9a5a\u4eba\u7684\u76f8\u4f3c\u6027\u3002\u54c8\u4f5b\u5927\u5b78\u7d93\u6fdf\u5b78\u5bb6 Weidmann\u3001Xu \u8207 Deming\uff082025\uff09\u7684\u5be6\u9a57\u767c\u73fe\uff0c\u9818\u5c0e\u8005\u7ba1\u7406 AI \u5718\u968a\u7684\u8868\u73fe\u8207\u5176\u7ba1\u7406\u4eba\u985e\u5718\u968a\u7684\u80fd\u529b\u9ad8\u5ea6\u76f8\u95dc\uff1a\u597d\u7684\u9818\u5c0e\u8005\u5728\u5169\u7a2e\u60c5\u5883\u4e0b\u90fd\u5c55\u73fe\u51fa\u4e00\u81f4\u7684\u884c\u70ba\u6a21\u5f0f\uff1a\u63d0\u51fa\u66f4\u591a\u554f\u984c\uff0c\u66f4\u983b\u7e41\u5730\u5c0d\u8a71\uff0c\u66f4\u50be\u5411\u65bc\u8aac\u201c\u6211\u5011\u201d\u800c\u975e\u201c\u6211\u201d\u3002 \u6c83\u9813\u5546\u5b78\u9662\u6559\u6388 Ethan Mollick 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\u6b63\u5728\u6df1\u523b\u6539\u8b8a\u5de5\u4f5c\u7684\u7d50\u69cb\u3002\u5148\u884c\u8005\u5df2\u7d93\u5728\u9019\u6a23\u505a\uff0c\u800c\u96a8\u7740\u5de5\u5177\u9580\u6abb\u6301\u7e8c\u964d\u4f4e\uff0c\u6bcf\u4e00\u500b\u77e5\u8b58\u5de5\u4f5c\u8005\u90fd\u6709\u6f5b\u529b\u5f9e\u201c\u57f7\u884c\u8005\u201d\u8f49\u8b8a\u70ba\u201c\u7ba1\u7406\u8005\u201d\u3002\u672a\u4f86\u6700\u6709\u50f9\u503c\u7684\u52de\u52d5\u8005\uff0c\u672a\u5fc5\u662f\u4e8b\u5fc5\u8eac\u89aa\u7684\u4eba\uff0c\u800c\u662f\u80fd\u5920\u642d\u5efa\u6b63\u78ba\u7cfb\u7d71\u7684\u4eba\u3002 \u9019\u7a2e\u8f49\u8b8a\u4e0d\u9700\u8981\u7b49\u5f85\u3002\u5982\u679c\u4f60\u5df2\u7d93\u7528ChatGPT\u6216Claude\u56de\u7b54\u904e\u554f\u984c\uff0c\u4e0b\u4e00\u6b65\u4e0d\u59a8\u8a66\u8a66\u628a\u4e00\u9805\u5b8c\u6574\u7684\u5de5\u4f5c\u4efb\u52d9\u4ea4\u7d66\u5b83\uff1a\u4e0d\u662f\u554f\u5b83\u4e00\u500b\u554f\u984c\uff0c\u800c\u662f\u8b93\u5b83\u5e6b\u4f60\u5b8c\u6210\u4e00\u500b\u6d41\u7a0b\uff0c\u7136\u5f8c\u628a\u7cbe\u529b\u653e\u5728\u5be9\u6838\u548c\u5224\u65b7\u4e0a\u3002\u4f60\u6703\u767c\u73fe\uff0c\u201c\u7ba1\u7406AI\u201d\u6bd4\u60f3\u50cf\u4e2d\u66f4\u63a5\u8fd1\u4f60\u5df2\u7d93\u64c5\u9577\u7684\u4e8b\u3002 \u53c3\u8003\u6587\u737b [1] Weidmann, B., Xu, Y., &amp; Deming, D. J. (2025). Measuring Human Leadership Skills with AI Agents. NBER Working Paper No. 33662. [2] Mollick, E. 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