{"id":252142,"date":"2026-01-09T09:57:23","date_gmt":"2026-01-09T01:57:23","guid":{"rendered":"https:\/\/www.hkubs.hku.hk\/research\/thought-leadership\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/"},"modified":"2026-01-09T10:03:27","modified_gmt":"2026-01-09T02:03:27","slug":"the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era","status":"publish","type":"thought-leadership","link":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/","title":{"rendered":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d"},"content":{"rendered":"<p><span>\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f<\/span><span> AI <\/span><span>\u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6<\/span><span>\u3002<\/span><\/p>\n<p><span>\u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a<\/span><span>\u201c<\/span><span>\u5de5\u4f5c\u5e9f\u6599<\/span><span>\u201d<\/span><span>\uff08<\/span><span>workslop<\/span><span>\uff09<\/span><span>\u2014\u2014<\/span><span>\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002<\/span><span>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5<\/span><span>\u3002<\/span><\/p>\n<p><span>\u5728<\/span><span> AI <\/span><span>\u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684<\/span><span>\u201c<\/span><span>\u5356\u76f8<\/span><span>\u201d<\/span><span>\u4e0e<\/span><span>\u201c<\/span><span>\u5b9e\u8d28<\/span><span>\u201d<\/span><span>\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002<\/span><span>\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0c<\/span><span>AI <\/span><span>\u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054<\/span><span>\u3002<\/span><\/p>\n<p><span>\u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002<\/span><span>\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002<\/span><\/p>\n<p><span>\u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd<\/span><span>\u201c<\/span><span>\u8bc4\u4f30\u7a0e<\/span><span>\u201d<\/span><span>\uff08<\/span><span>evaluation tax<\/span><span>\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002<\/span><span>\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c<\/span><span>\u201c<\/span><span>\u6ce8\u610f\u529b<\/span><span>\u201d<\/span><span>\u5fc5\u987b\u4ece<\/span><span>\u201c<\/span><span>\u751f\u4ea7<\/span><span>\u201d<\/span><span>\u73af\u8282\u8f6c\u79fb\u5230<\/span><span>\u201c<\/span><span>\u9a8c\u8bc1<\/span><span>\u201d<\/span><span>\u73af\u8282\u3002<\/span><\/p>\n<p><span>\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece<\/span><span>\u201c<\/span><span>\u8c01\u80fd\u8d77\u8349\u521d\u7a3f<\/span><span>\u201d<\/span><span>\u8f6c\u53d8\u4e3a<\/span><span>\u201c<\/span><span>\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a<\/span><span>\u201d<\/span><span>\u3002<\/span><\/p>\n<p><span>\u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c<\/span><span>\u201c<\/span><span>\u6a61\u76ae\u56fe\u7ae0<\/span><span>\u201d<\/span><span>\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002<\/span><span>\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u3002<\/span><span>2025<\/span><span>\u5e74<\/span><span>10<\/span><span>\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08<\/span><span>Deloitte Australia<\/span><span>\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe<\/span><span>237<\/span><span>\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684<\/span><span>AI<\/span><span>\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002<\/span><\/p>\n<p><span>\u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002<\/span><span>\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528<\/span><span> AI <\/span><span>\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86<\/span><span> AI <\/span><span>\u5374\u672a\u52a0\u6838\u67e5\u3002<\/span><\/p>\n<p><span>\u5982\u679c<\/span><span> AI<\/span><span>\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab<\/span><span>\u201c<\/span><span>\u5de5\u4f5c\u5e9f\u6599<\/span><span>\u201d<\/span><span>\u6240\u6df9\u6ca1\uff1f<\/span><\/p>\n<p><span>\u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee<\/span><span> AI <\/span><span>\u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002<\/span><span>\u5982\u679c<\/span><span> AI <\/span><span>\u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9<\/span><span> AI <\/span><span>\u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002<\/span><\/p>\n<p><span>\u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982<\/span><span> Lean <\/span><span>\u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c<\/span><span>\u6b63\u5f0f\u7684<\/span><span>\u9a8c\u8bc1\u3002<\/span><span>\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002<\/span><\/p>\n<p><span>\u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002<\/span><span>\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002<\/span><\/p>\n<p><span>\u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e<\/span><span> AI <\/span><span>\u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e<\/span><span>\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002<\/span><span>\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a<\/span><span>\u201c<\/span><span>\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86<\/span><span>\u201d<\/span><span>\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002<\/span><\/p>\n<p><span>\u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002<\/span><span>AI <\/span><span>\u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86<\/span><span>\u201c<\/span><span>\u52a8\u529b\u6210\u672c<\/span><span>\u201d<\/span><span>\uff08<\/span><span>cost of motivation<\/span><span>\uff09\u3002<\/span><span>\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002<\/span><span>\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002<\/span><span>\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002<\/span><\/p>\n<p><span>\u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c<\/span><span>\u2014\u2014<\/span><span>\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790<\/span><span>\u2014\u2014<\/span><span>\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002<\/span><span>AI<\/span><span>\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f<\/span><span>\u201c<\/span><span>\u4e0d\u53ef\u89c1<\/span><span>\u201d<\/span><span>\u7684\u3002<\/span><span>\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e<\/span><span>\u201c<\/span><span>\u751f\u4ea7<\/span><span>\u201d<\/span><span>\u6302\u94a9\uff0c\u800c\u975e\u4e0e<\/span><span>\u201c<\/span><span>\u5ba1\u67e5<\/span><span>\u201d<\/span><span>\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002<\/span><\/p>\n<p>\u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002<\/p>\n<p><span>\u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002<\/span> <span>AI<\/span><span>\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002<\/span><span>\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002<\/span><span>\u4f46\u9762\u5bf9<\/span><span> AI <\/span><span>\u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e<\/span><span>\u201c<\/span><span>\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5<\/span><span>\u201d<\/span><span>\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002<\/span><span>\u7a00\u7f3a\u7684\u6280\u80fd\u4ece<\/span><span>\u201c<\/span><span>\u751f\u6210\u4ea7\u51fa<\/span><span>\u201d<\/span><span>\u8f6c\u53d8\u4e3a<\/span><span>\u201c<\/span><span>\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e<\/span><span>\u201d<\/span><span>\u3002<\/span><\/p>\n<p><span>\u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002<\/span><span>\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97<\/span><span>\u201c<\/span><span>\u53ef\u89c1<\/span><span>\u201d<\/span><span>\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002<\/span><span>\u7ec4\u7ec7\u5e94\u5f53\u5c06<\/span><span>\u201c<\/span><span>\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef<\/span><span>\u201d<\/span><span>\u3001<\/span><span>\u201c<\/span><span>\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9<\/span><span>\u201d<\/span><span>\u6216<\/span><span>\u201c<\/span><span>\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba<\/span><span>\u201d<\/span><span>\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002<\/span><span>\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002<\/span><span>\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b<\/span><span>\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002<\/span><\/p>\n<p><span>\u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848<\/span><span>:<\/span><span>\u6807\u51c6\u5316\u3002<\/span><span>\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002<\/span><span>\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002<\/span><\/p>\n<p><span>\u5176\u7ed3\u679c\u662f\u6ed1\u5411<\/span><span>\u201c<\/span><span>\u7cdf\u7cd5\u7684\u5de5\u4f5c<\/span><span>\u201d<\/span><span>\uff08<\/span><span>bad jobs<\/span><span>\uff09<\/span><span>\u2014\u2014<\/span><span>\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002<\/span><span>\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002<\/span><span>\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728<\/span><span>\u201c<\/span><span>\u8ba4\u77e5\u6d45\u6c34\u533a<\/span><span>\u201d<\/span><span>\u7684\u52b3\u52a8\u529b\u5927\u519b<\/span><span>\u2014\u2014<\/span><span>\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002<\/span><\/p>\n<p><span>\u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c<\/span><span>AI <\/span><span>\u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002<\/span><span>\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002<\/span><\/p>\n<p><strong>\u674e\u664b\u6559\u6388<\/strong><br \/>\n<strong>\u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388<\/strong><\/p>\n<p><strong>Matthias Fahn\u6559\u6388<\/strong><br \/>\n<strong>\u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u526f\u6559\u6388<\/strong><\/p>\n<p><strong>\uff08\u672c\u6587\u540c\u65f6\u4e8e\u4e8c\u96f6\u4e8c\u516d\u5e74\u4e00\u6708\u516b\u65e5\u8f7d\u4e8e\u300aFT\u4e2d\u6587\u7f51\u300b\u660e\u5fb7\u5546\u8bba\u4e13\u680f\uff09<\/strong><\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"_lmt_disableupdate":"no","_lmt_disable":"","footnotes":""},"tags":[],"class_list":["post-252142","thought-leadership","type-thought-leadership","status-publish","hentry","leadership-topic-categories-ft-chinese-column-sc","leadership-topic-categories-opinions-and-speeches-sc","opinion-speeches-categories-faculty-sc"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388\" \/>\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\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/\" \/>\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=\"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d - HKU Business School\" \/>\n\t\t<meta property=\"og:description\" content=\"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-01-09T01:57:23+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-01-09T02:03:27+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d - HKU Business School\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/#listItem\",\"name\":\"\\u660e\\u5fb7\\u5546\\u8bba\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/#listItem\",\"position\":2,\"name\":\"\\u660e\\u5fb7\\u5546\\u8bba\",\"item\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\\\/#listItem\",\"name\":\"\\u8bc4\\u4f30\\u7a0e\\uff1a\\u4e3a\\u4f55AI\\u65f6\\u4ee3\\u9700\\u8981\\u4ece\\u201c\\u751f\\u4ea7\\u201d\\u8f6c\\u5411\\u201c\\u9a8c\\u8bc1\\u201d\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\\\/#listItem\",\"position\":3,\"name\":\"\\u8bc4\\u4f30\\u7a0e\\uff1a\\u4e3a\\u4f55AI\\u65f6\\u4ee3\\u9700\\u8981\\u4ece\\u201c\\u751f\\u4ea7\\u201d\\u8f6c\\u5411\\u201c\\u9a8c\\u8bc1\\u201d\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/thought-leadership\\\/ft-chinese-column-sc\\\/#listItem\",\"name\":\"\\u660e\\u5fb7\\u5546\\u8bba\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#organization\",\"name\":\"HKU Business School\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\\\/#webpage\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\\\/\",\"name\":\"\\u8bc4\\u4f30\\u7a0e\\uff1a\\u4e3a\\u4f55AI\\u65f6\\u4ee3\\u9700\\u8981\\u4ece\\u201c\\u751f\\u4ea7\\u201d\\u8f6c\\u5411\\u201c\\u9a8c\\u8bc1\\u201d - HKU Business School\",\"description\":\"\\u82e5\\u4f7f\\u7528\\u5f97\\u5f53\\uff0c\\u751f\\u6210\\u5f0f AI \\u80fd\\u591f\\u663e\\u8457\\u63d0\\u5347\\u4eba\\u7c7b\\u7684\\u751f\\u4ea7\\u529b\\u3002\\u5b83\\u53ef\\u4ee5\\u534f\\u52a9\\u56e2\\u961f\\u63a2\\u7d22\\u6218\\u7565\\u3001\\u8d77\\u8349\\u8425\\u9500\\u65b9\\u6848\\uff0c\\u5e76\\u5927\\u5e45\\u62d3\\u5c55\\u4e2a\\u4eba\\u4ea7\\u51fa\\u7684\\u5e7f\\u5ea6\\u4e0e\\u901f\\u5ea6\\u3002 \\u4f46\\u4f34\\u968f\\u8fd9\\u4e9b\\u6536\\u76ca\\u800c\\u6765\\u7684\\u662f\\u7ec4\\u7ec7\\u5185\\u90e8\\u6d8c\\u73b0\\u7684\\u4e00\\u4e2a\\u65b0\\u6311\\u6218\\uff1a\\u201c\\u5de5\\u4f5c\\u5e9f\\u6599\\u201d\\uff08workslop\\uff09\\u2014\\u2014\\u5373\\u90a3\\u4e9b\\u4e4d\\u770b\\u4e4b\\u4e0b\\u6253\\u78e8\\u7cbe\\u81f4\\u4e14\\u5408\\u4e4e\\u60c5\\u7406\\uff0c\\u5b9e\\u5219\\u5185\\u5bb9\\u7a7a\\u6d1e\\u7684\\u4f5c\\u54c1\\u3002\\u300a\\u54c8\\u4f5b\\u5546\\u4e1a\\u8bc4\\u8bba\\u300b\\u8fd1\\u671f\\u7684\\u4e00\\u7bc7\\u6587\\u7ae0\\u5f15\\u5165\\u4e86\\u8fd9\\u4e00\\u672f\\u8bed\\uff0c\\u7cbe\\u51c6\\u6982\\u62ec\\u4e86\\u8bb8\\u591a\\u7ba1\\u7406\\u8005\\u5728\\u65e5\\u5e38\\u5de5\\u4f5c\\u4e2d\\u9047\\u5230\\u7684\\u73b0\\u72b6\\uff1a\\u5305\\u88c5\\u7cbe\\u7f8e\\u7684\\u8349\\u6848\\u6700\\u7ec8\\u53cd\\u800c\\u7ed9\\u4ed6\\u4eba\\u589e\\u52a0\\u4e86\\u989d\\u5916\\u7684\\u5de5\\u4f5c\\u8d1f\\u62c5\\u3002 \\u5728 AI \\u65f6\\u4ee3\\u6765\\u4e34\\u4e4b\\u524d\\uff0c\\u8bc6\\u522b\\u52a3\\u8d28\\u5de5\\u4f5c\\u901a\\u5e38\\u76f8\\u5bf9\\u5bb9\\u6613\\uff0c\\u56e0\\u4e3a\\u5de5\\u4f5c\\u7684\\u201c\\u5356\\u76f8\\u201d\\u4e0e\\u201c\\u5b9e\\u8d28\\u201d\\u4e4b\\u95f4\\u81f3\\u5c11\\u5b58\\u5728\\u67d0\\u79cd\\u677e\\u6563\\u7684\\u8054\\u7cfb\\u3002\\u7bc7\\u5e45\\u3001\\u6da6\\u8272\\u7a0b\\u5ea6\\u548c\\u8fde\\u8d2f\\u6027\\u867d\\u7136\\u4e0d\\u662f\\u5b8c\\u7f8e\\u7684\\u6307\\u6807\\uff0c\\u4f46\\u5f80\\u5f80\\u80fd\\u53cd\\u6620\\u51fa\\u6295\\u5165\\u7684\\u7cbe\\u529b\\u3002\\u7136\\u800c\\uff0cAI \\u5207\\u65ad\\u4e86\\u8fd9\\u79cd\\u5173\\u8054\\u3002 \\u5982\\u4eca\\uff0c\\u751f\\u6210\\u6d41\\u7545\\u4e14\\u5f62\\u5f0f\\u4e0a\\u770b\\u4f3c\\u6b63\\u786e\\u7684\\u5907\\u5fd8\\u5f55\\u3001\\u6f14\\u793a\\u6587\\u7a3f\\u3001\\u4ee3\\u7801\\u548c\\u5206\\u6790\\u62a5\\u544a\\u7684\\u6210\\u672c\\u6781\\u4f4e\\u3002\\u4f46\\u5176\\u771f\\u5b9e\\u6027\\u3001\\u4e25\\u8c28\\u6027\\u548c\\u76f8\\u5173\\u6027\\u5374\\u96be\\u4ee5\\u4fdd\\u969c\\uff0c\\u9664\\u975e\\u6709\\u4eba\\u6295\\u5165\\u65f6\\u95f4\\u8fdb\\u884c\\u4ed4\\u7ec6\\u6838\\u67e5\\u3002 \\u8fd9\\u79cd\\u8f6c\\u53d8\\u50ac\\u751f\\u4e86\\u4e00\\u79cd\\u201c\\u8bc4\\u4f30\\u7a0e\\u201d\\uff08evaluation tax\\uff09\\uff0c\\u5b83\\u5e26\\u6765\\u7684\\u540e\\u679c\\u4e0d\\u4ec5\\u662f\\u6280\\u672f\\u5c42\\u9762\\u7684\\uff0c\\u66f4\\u662f\\u7ec4\\u7ec7\\u5c42\\u9762\\u7684\\u3002\\u4f5c\\u4e3a\\u4f01\\u4e1a\\u6700\\u7a00\\u7f3a\\u7684\\u8d44\\u6e90\\uff0c\\u201c\\u6ce8\\u610f\\u529b\\u201d\\u5fc5\\u987b\\u4ece\\u201c\\u751f\\u4ea7\\u201d\\u73af\\u8282\\u8f6c\\u79fb\\u5230\\u201c\\u9a8c\\u8bc1\\u201d\\u73af\\u8282\\u3002 \\u4f46\\u8fd9\\u5e76\\u4e0d\\u610f\\u5473\\u7740\\u8981\\u653e\\u6162\\u4e00\\u5207\\u3002\\u5b83\\u610f\\u5473\\u7740\\u6211\\u4eec\\u5fc5\\u987b\\u8ba4\\u8bc6\\u5230\\uff0c\\u5bf9\\u4e8e\\u7ec4\\u7ec7\\u4e2d\\u6700\\u5177\\u4ef7\\u503c\\u7684\\u8d21\\u732e\\u8005\\u800c\\u8a00\\uff0c\\u5176\\u6838\\u5fc3\\u4efb\\u52a1\\u6b63\\u65e5\\u76ca\\u4ece\\u201c\\u8c01\\u80fd\\u8d77\\u8349\\u521d\\u7a3f\\u201d\\u8f6c\\u53d8\\u4e3a\\u201c\\u8c01\\u80fd\\u5224\\u65ad\\u6587\\u7a3f\\u4e2d\\u7684\\u4e3b\\u5f20\\u662f\\u5426\\u7ad9\\u5f97\\u4f4f\\u811a\\u201d\\u3002 \\u7531\\u4e8e\\u6ce8\\u610f\\u529b\\u7a00\\u7f3a\\uff0c\\u4e14\\u51b3\\u7b56\\u8005\\u65e9\\u5df2\\u4e0d\\u582a\\u91cd\\u8d1f\\uff0c\\u4eba\\u4eec\\u5f88\\u5bb9\\u6613\\u503e\\u5411\\u4e8e\\u5bf9\\u90a3\\u4e9b\\u770b\\u4f3c\\u5b8c\\u7f8e\\u7684\\u4ea7\\u51fa\\u8fdb\\u884c\\u201c\\u6a61\\u76ae\\u56fe\\u7ae0\\u201d\\u5f0f\\u7684\\u76f2\\u76ee\\u6279\\u51c6\\u3002\\u8fd9\\u79cd\\u6377\\u5f84\\u53ef\\u80fd\\u4ee3\\u4ef7\\u9ad8\\u6602\\u30022025\\u5e7410\\u6708\\uff0c\\u5fb7\\u52e4\\u6fb3\\u5927\\u5229\\u4e9a\\uff08Deloitte Australia\\uff09\\u540c\\u610f\\u5411\\u653f\\u5e9c\\u9000\\u8fd8\\u90e8\\u5206\\u6b3e\\u9879\\uff0c\\u539f\\u56e0\\u662f\\u4e00\\u4efd\\u957f\\u8fbe237\\u9875\\u7684\\u62a5\\u544a\\u88ab\\u53d1\\u73b0\\u5305\\u542b\\u660e\\u663e\\u7684AI\\u751f\\u6210\\u9519\\u8bef\\uff0c\\u5176\\u4e2d\\u5305\\u62ec\\u5f15\\u7528\\u4e86\\u5e76\\u4e0d\\u5b58\\u5728\\u7684\\u8bba\\u6587\\u4ee5\\u53ca\\u9519\\u8bef\\u5f52\\u5c5e\\u7684\\u6cd5\\u5f8b\\u5f15\\u8a00\\u3002 \\u5373\\u4fbf\\u8be5\\u62a5\\u544a\\u7684\\u5927\\u81f4\\u7ed3\\u8bba\\u5728\\u903b\\u8f91\\u4e0a\\u662f\\u5408\\u4e4e\\u60c5\\u7406\\u7684\\uff0c\\u8fd9\\u4e00\\u4e8b\\u4ef6\\u4ecd\\u5f15\\u53d1\\u4e86\\u8865\\u6551\\u5de5\\u4f5c\\uff0c\\u524a\\u5f31\\u4e86\\u4fe1\\u4efb\\uff0c\\u5e76\\u5bfc\\u81f4\\u4e86\\u5408\\u7ea6\\u5c42\\u9762\\u7684\\u4e89\\u6267\\u3002\\u95ee\\u9898\\u7684\\u6839\\u6e90\\u5e76\\u4e0d\\u5728\\u4e8e\\u4f7f\\u7528 AI \\u672c\\u8eab\\uff0c\\u800c\\u5728\\u4e8e\\u4f7f\\u7528\\u4e86 AI \\u5374\\u672a\\u52a0\\u6838\\u67e5\\u3002 \\u5982\\u679c AI\\u7ee7\\u7eed\\u52a0\\u901f\\u8349\\u6848\\u7684\\u751f\\u6210\\uff0c\\u7ba1\\u7406\\u8005\\u5c06\\u9762\\u4e34\\u4e00\\u4e2a\\u4e0d\\u53ef\\u56de\\u907f\\u7684\\u95ee\\u9898\\uff1a\\u7ec4\\u7ec7\\u5982\\u4f55\\u5728\\u83b7\\u5f97\\u89c4\\u6a21\\u4e0e\\u8303\\u56f4\\u7ea2\\u5229\\u7684\\u540c\\u65f6\\uff0c\\u4e0d\\u88ab\\u201c\\u5de5\\u4f5c\\u5e9f\\u6599\\u201d\\u6240\\u6df9\\u6ca1\\uff1f \\u9762\\u5bf9\\u8fd9\\u4e00\\u8bc4\\u4f30\\u96be\\u9898\\uff0c\\u4e00\\u79cd\\u81ea\\u7136\\u7684\\u53cd\\u5e94\\u662f\\u8be2\\u95ee AI \\u81ea\\u8eab\\u80fd\\u5426\\u627f\\u62c5\\u6838\\u67e5\\u4efb\\u52a1\\u3002\\u5982\\u679c AI \\u80fd\\u751f\\u6210\\u5185\\u5bb9\\uff0c\\u4e3a\\u4f55\\u4e0d\\u8ba9 AI \\u4e5f\\u6765\\u9a8c\\u8bc1\\u5b83\\uff1f\\u5728\\u67d0\\u4e9b\\u9886\\u57df\\uff0c\\u8fd9\\u79cd\\u65b9\\u6cd5\\u884c\\u4e4b\\u6709\\u6548\\u3002 \\u6570\\u5b66\\u662f\\u6700\\u5178\\u578b\\u7684\\u4f8b\\u5b50\\u3002\\u8bf8\\u5982 Lean \\u8fd9\\u6837\\u7684\\u5de5\\u5177\\u53ef\\u4ee5\\u7cbe\\u786e\\u5730\\u5bf9\\u8bc1\\u660e\\u8fdb\\u884c\\u6b63\\u5f0f\\u7684\\u9a8c\\u8bc1\\u3002\\u5728\\u8fd9\\u4e9b\\u573a\\u666f\\u4e2d\\uff0c\\u4eba\\u7c7b\\u63a2\\u7d22\\u601d\\u8def\\uff0c\\u673a\\u5668\\u6838\\u67e5\\u6b63\\u786e\\u6027\\u3002\\u8fd9\\u79cd\\u9a8c\\u8bc1\\u662f\\u6b63\\u5f0f\\u7684\\u3001\\u65e0\\u6b67\\u4e49\\u7684\\uff0c\\u4e14\\u5177\\u5907\\u53ef\\u6269\\u5c55\\u6027\\u3002 \\u7136\\u800c\\uff0c\\u5927\\u591a\\u6570\\u7ec4\\u7ec7\\u5de5\\u4f5c\\u5e76\\u4e0d\\u50cf\\u6570\\u5b66\\u3002\\u6218\\u7565\\u5236\\u5b9a\\u3001\\u7814\\u7a76\\u7efc\\u8ff0\\u3001\\u653f\\u7b56\\u5206\\u6790\\u3001\\u54a8\\u8be2\\u5efa\\u8bae\\u4ee5\\u53ca\\u8bb8\\u591a\\u8f6f\\u4ef6\\u8bbe\\u8ba1\\u5de5\\u4f5c\\uff0c\\u90fd\\u662f\\u65e0\\u6cd5\\u8fdb\\u884c\\u6b63\\u5f0f\\u9a8c\\u8bc1\\u7684\\u3002\\u8fd9\\u4e9b\\u5de5\\u4f5c\\u4f9d\\u8d56\\u4e8e\\u5224\\u65ad\\u529b\\u3001\\u8bed\\u5883\\u548c\\u89e3\\u8bfb\\u3002\\u5728\\u8fd9\\u4e9b\\u9886\\u57df\\uff0c\\u9a8c\\u8bc1\\u65e0\\u6cd5\\u5b8c\\u5168\\u81ea\\u52a8\\u5316\\uff0c\\u4ecd\\u7136\\u9700\\u8981\\u4eba\\u7c7b\\u7684\\u6295\\u5165\\u3002 \\u66f4\\u7cdf\\u7cd5\\u7684\\u662f\\uff0c\\u57fa\\u4e8e AI \\u7684\\u6838\\u67e5\\u5f80\\u5f80\\u975e\\u4f46\\u4e0d\\u80fd\\u8865\\u5145\\u4eba\\u7c7b\\u7684\\u9a8c\\u8bc1\\uff0c\\u53cd\\u800c\\u4f1a\\u5c06\\u5176\\u524a\\u5f31\\u3002\\u5bf9\\u4e8e\\u7b97\\u6cd5\\u8f85\\u52a9\\u8bc4\\u4f30\\u7684\\u7814\\u7a76\\u8bc1\\u636e\\u8868\\u660e\\uff0c\\u5f53\\u7b97\\u6cd5\\u6267\\u884c\\u4e86\\u521d\\u6b65\\u68c0\\u67e5\\u540e\\uff0c\\u4eba\\u7c7b\\u5f80\\u5f80\\u4f1a\\u964d\\u4f4e\\u81ea\\u8eab\\u7684\\u5ba1\\u67e5\\u529b\\u5ea6\\u3002\\u81ea\\u52a8\\u5316\\u68c0\\u67e5\\u5de5\\u5177\\u7684\\u5b58\\u5728\\u6539\\u53d8\\u4e86\\u4eba\\u4eec\\u7684\\u884c\\u4e3a\\u6a21\\u5f0f\\uff1a\\u4e00\\u65e6\\u4eba\\u4eec\\u8ba4\\u4e3a\\u201c\\u7cfb\\u7edf\\u5df2\\u7ecf\\u67e5\\u8fc7\\u4e86\\u201d\\uff0c\\u4ed6\\u4eec\\u5bf9\\u4ed4\\u7ec6\\u8fdb\\u884c\\u4eba\\u5de5\\u9a8c\\u8bc1\\u7684\\u9884\\u671f\\u56de\\u62a5\\u611f\\u5c31\\u4f1a\\u4e0b\\u964d\\u3002 \\u8fd9\\u5f15\\u51fa\\u4e86\\u66f4\\u6df1\\u5c42\\u7684\\u95ee\\u9898\\uff1a\\u6fc0\\u52b1\\u673a\\u5236\\u3002AI \\u964d\\u4f4e\\u4e86\\u751f\\u4ea7\\u6210\\u672c\\uff0c\\u5374\\u63d0\\u9ad8\\u4e86\\u201c\\u52a8\\u529b\\u6210\\u672c\\u201d\\uff08cost of motivation\\uff09\\u3002\\u5373\\u4fbf\\u505a\\u6b63\\u786e\\u7684\\u4e8b\\u53d8\\u5f97\\u66f4\\u5bb9\\u6613\\u4e86\\uff0c\\u4f46\\u505a\\u9519\\u8bef\\u7684\\u4e8b\\u4e5f\\u53d8\\u5f97\\u66f4\\u52a0\\u5bb9\\u6613\\u3002\\u5f53\\u751f\\u6210\\u770b\\u4f3c\\u5408\\u7406\\u7684\\u4ea7\\u51fa\\u53d8\\u5f97\\u6781\\u5176\\u4f4e\\u6210\\u672c\\u65f6\\uff0c\\u4ea7\\u51fa\\u4fbf\\u4e0d\\u518d\\u80fd\\u53ef\\u9760\\u5730\\u53cd\\u6620\\u6295\\u5165\\u7684\\u52aa\\u529b\\u6216\\u5224\\u65ad\\u529b\\u3002\\u8fd9\\u5e76\\u975e\\u804c\\u4e1a\\u9053\\u5fb7\\u7684\\u6ca6\\u4e27\\uff0c\\u800c\\u662f\\u5bf9\\u5de5\\u4f5c\\u56de\\u62a5\\u673a\\u5236\\u7684\\u4e00\\u79cd\\u7406\\u6027\\u53cd\\u5e94\\u3002 \\u4eba\\u4eec\\u662f\\u57fa\\u4e8e\\u53ef\\u89c1\\u7684\\u4ea4\\u4ed8\\u6210\\u679c\\u2014\\u2014\\u751f\\u6210\\u7684\\u6587\\u6863\\u3001\\u63d0\\u4ea4\\u7684\\u5e7b\\u706f\\u7247\\u3001\\u5b8c\\u6210\\u7684\\u5206\\u6790\\u2014\\u2014\\u6765\\u63a5\\u53d7\\u8bc4\\u4f30\\u7684\\u3002AI\\u8ba9\\u8fbe\\u5230\\u8fd9\\u4e9b\\u6807\\u51c6\\u53d8\\u5f97\\u6beb\\u4e0d\\u8d39\\u529b\\u3002\\u76f8\\u6bd4\\u4e4b\\u4e0b\\uff0c\\u9a8c\\u8bc1\\u5de5\\u4f5c\\u4f9d\\u7136\\u8017\\u65f6\\u8017\\u529b\\uff0c\\u4e14\\u5728\\u5f88\\u5927\\u7a0b\\u5ea6\\u4e0a\\u662f\\u201c\\u4e0d\\u53ef\\u89c1\\u201d\\u7684\\u3002\\u5f53\\u6fc0\\u52b1\\u673a\\u5236\\u4f9d\\u7136\\u4e0e\\u201c\\u751f\\u4ea7\\u201d\\u6302\\u94a9\\uff0c\\u800c\\u975e\\u4e0e\\u201c\\u5ba1\\u67e5\\u201d\\u6302\\u94a9\\u65f6\\uff0c\\u4eba\\u4eec\\u7684\\u52aa\\u529b\\u65b9\\u5411\\u4fbf\\u4f1a\\u968f\\u4e4b\\u8f6c\\u79fb\\uff0c\\u5bfc\\u81f4\\u9a8c\\u8bc1\\u5de5\\u4f5c\\u7cfb\\u7edf\\u6027\\u5730\\u4f9b\\u7ed9\\u4e0d\\u8db3\\u3002 \\u9762\\u5bf9\\u8fd9\\u79cd\\u9a8c\\u8bc1\\u4e0d\\u8db3\\uff0c\\u7ec4\\u7ec7\\u4e3b\\u8981\\u6709\\u4e24\\u79cd\\u5e72\\u9884\\u9014\\u5f84\\u3002 \\u7b2c\\u4e00\\u79cd\\u662f\\u91cd\\u5851\\u6d41\\u7a0b\\u3002 AI\\u4e0d\\u4ec5\\u4ec5\\u662f\\u4e00\\u4e2a\\u52a0\\u901f\\u73b0\\u6709\\u5de5\\u4f5c\\u6d41\\u7a0b\\u7684\\u5de5\\u5177\\uff1b\\u5b83\\u6539\\u53d8\\u4e86\\u54ea\\u4e9b\\u7c7b\\u578b\\u7684\\u5de5\\u4f5c\\u6d41\\u7a0b\\u662f\\u53ef\\u884c\\u7684\\u3002\\u4f8b\\u5982\\u5728\\u8f6f\\u4ef6\\u5f00\\u53d1\\u4e2d\\uff0c\\u5f53\\u4ee3\\u7801\\u662f\\u7531\\u4eba\\u7c7b\\u4ee5\\u4eba\\u7c7b\\u7684\\u901f\\u5ea6\\u7f16\\u5199\\u65f6\\uff0c\\u9010\\u884c\\u5ba1\\u67e5\\u662f\\u5408\\u7406\\u7684\\u3002\\u4f46\\u9762\\u5bf9 AI \\u751f\\u6210\\u7684\\u4ee3\\u7801\\uff0c\\u8fd9\\u79cd\\u65b9\\u6cd5\\u4e0d\\u518d\\u5177\\u5907\\u53ef\\u6269\\u5c55\\u6027\\u3002\\u9ad8\\u6548\\u80fd\\u56e2\\u961f\\u7684\\u5e94\\u5bf9\\u4e4b\\u7b56\\u5e76\\u975e\\u201c\\u66f4\\u4ed4\\u7ec6\\u5730\\u5ba1\\u67e5\\u201d\\uff0c\\u800c\\u662f\\u91cd\\u5851\\u6d41\\u7a0b\\u672c\\u8eab\\uff1a\\u5c06\\u9a8c\\u8bc1\\u5de5\\u4f5c\\u5411\\u4e0a\\u6e38\\u8f6c\\u79fb\\uff0c\\u805a\\u7126\\u4e8e\\u89c4\\u8303\\u660e\\u7ec6\\u3001\\u7ea6\\u675f\\u6761\\u4ef6\\u3001\\u6d4b\\u8bd5\\u7528\\u4f8b\\u548c\\u4ea4\\u4e92\\u754c\\u9762\\u3002\\u7a00\\u7f3a\\u7684\\u6280\\u80fd\\u4ece\\u201c\\u751f\\u6210\\u4ea7\\u51fa\\u201d\\u8f6c\\u53d8\\u4e3a\\u201c\\u5b9a\\u4e49\\u4f55\\u4e3a\\u6b63\\u786e\\u201d\\u3002 \\u7b2c\\u4e8c\\u79cd\\u662f\\u91cd\\u5851\\u6fc0\\u52b1\\u673a\\u5236\\u3002\\u5bf9\\u4e8e\\u90a3\\u4e9b\\u65e0\\u6cd5\\u5f62\\u5f0f\\u5316\\u89c4\\u8303\\u7684\\u91cd\\u5224\\u65ad\\u578b\\u5de5\\u4f5c\\uff0c\\u4f01\\u4e1a\\u5fc5\\u987b\\u8ba9\\u9690\\u5f62\\u7684\\u9a8c\\u8bc1\\u5de5\\u4f5c\\u53d8\\u5f97\\u201c\\u53ef\\u89c1\\u201d\\u3002\\u8fd9\\u9700\\u8981\\u5f7b\\u5e95\\u8f6c\\u53d8\\u5bf9\\u52b3\\u52a8\\u4ef7\\u503c\\u7684\\u8bc4\\u4f30\\u65b9\\u5f0f\\u3002\\u7ec4\\u7ec7\\u5e94\\u5f53\\u5c06\\u201c\\u6355\\u6349\\u5230\\u4e00\\u4e2a\\u5fae\\u5999\\u9519\\u8bef\\u201d\\u3001\\u201c\\u5b8c\\u5584\\u4e00\\u4e2a\\u590d\\u6742\\u7684\\u8bba\\u70b9\\u201d\\u6216\\u201c\\u6307\\u51fa\\u4e00\\u4e2a\\u770b\\u4f3c\\u5408\\u7406\\u4f46\\u9519\\u8bef\\u7684\\u7ed3\\u8bba\\u201d\\u89c6\\u4e3a\\u664b\\u5347\\u7684\\u9014\\u5f84\\u3002\\u5982\\u679c\\u4f01\\u4e1a\\u5e0c\\u671b\\u4eba\\u7c7b\\u627f\\u62c5\\u8d77\\u8270\\u96be\\u7684\\u5224\\u65ad\\u5de5\\u4f5c\\uff0c\\u5c31\\u5fc5\\u987b\\u505c\\u6b62\\u5956\\u52b1\\u6570\\u91cf\\u548c\\u901f\\u5ea6\\uff0c\\u8f6c\\u800c\\u5956\\u52b1\\u5bf9\\u9519\\u8bef\\u7684\\u4fa6\\u6d4b\\u3002\\u8fd9\\u4f1a\\u76f4\\u63a5\\u5bfc\\u81f4\\u4e13\\u4e1a\\u6280\\u80fd\\u7684\\u91cd\\u65b0\\u5206\\u914d\\uff1a\\u4ece\\u8d77\\u8349\\u8f6c\\u5411\\u9a8c\\u8bc1\\uff1b\\u4f01\\u4e1a\\u5c06\\u65e5\\u76ca\\u628a\\u7a00\\u7f3a\\u7684\\u4eba\\u624d\\u4ece\\u5185\\u5bb9\\u751f\\u4ea7\\u4e2d\\u62bd\\u79bb\\u51fa\\u6765\\uff0c\\u8f6c\\u800c\\u8ba9\\u4ed6\\u4eec\\u8d1f\\u8d23\\u5ba1\\u67e5\\u5e76\\u7b7e\\u7f72\\u90a3\\u4e9b\\u771f\\u6b63\\u5173\\u952e\\u7684\\u5de5\\u4f5c\\u6210\\u679c\\u3002 \\u5982\\u679c\\u4f01\\u4e1a\\u5728\\u8fd9\\u4e24\\u65b9\\u9762\\u90fd\\u65e0\\u6240\\u4f5c\\u4e3a\\uff0c\\u5b83\\u4eec\\u5c06\\u9000\\u800c\\u6c42\\u5176\\u6b21\\uff0c\\u9009\\u62e9\\u7b2c\\u4e09\\u79cd\\u66f4\\u5177\\u7834\\u574f\\u6027\\u7684\\u65b9\\u6848:\\u6807\\u51c6\\u5316\\u3002\\u4f01\\u4e1a\\u5c06\\u8f6c\\u5411\\u90a3\\u4e9b\\u66f4\\u5bb9\\u6613\\u89c4\\u8303\\u3001\\u8861\\u91cf\\u548c\\u68c0\\u67e5\\u7684\\u5de5\\u4f5c\\u3002\\u804c\\u80fd\\u8303\\u56f4\\u5c06\\u7f29\\u5c0f\\uff0c\\u81ea\\u7531\\u88c1\\u91cf\\u6743\\u5c06\\u7f29\\u51cf\\uff0c\\u590d\\u6742\\u7684\\u4efb\\u52a1\\u5c06\\u88ab\\u5206\\u89e3\\u4e3a\\u6807\\u51c6\\u5316\\u7684\\u788e\\u7247\\u3002 \\u5176\\u7ed3\\u679c\\u662f\\u6ed1\\u5411\\u201c\\u7cdf\\u7cd5\\u7684\\u5de5\\u4f5c\\u201d\\uff08bad jobs\\uff09\\u2014\\u2014\\u90a3\\u4e9b\\u5e76\\u975e\\u4e3a\\u4e86\\u5224\\u65ad\\u529b\\uff0c\\u800c\\u662f\\u4e3a\\u4e86\\u5408\\u89c4\\u6027\\u548c\\u751f\\u4ea7\\u529b\\u6240\\u6253\\u9020\\u7684\\u5c97\\u4f4d\\u3002\\u8fd9\\u79cd\\u8d8b\\u52bf\\u6709\\u53ef\\u80fd\\u5bfc\\u81f4\\u4eba\\u7c7b\\u7684\\u5de5\\u4f5c\\u4f53\\u9a8c\\u88ab\\u201c\\u638f\\u7a7a\\u201d\\u3002\\u6211\\u4eec\\u9762\\u4e34\\u7684\\u98ce\\u9669\\u662f\\u521b\\u9020\\u51fa\\u4e00\\u652f\\u88ab\\u56f0\\u5728\\u201c\\u8ba4\\u77e5\\u6d45\\u6c34\\u533a\\u201d\\u7684\\u52b3\\u52a8\\u529b\\u5927\\u519b\\u2014\\u2014\\u6267\\u884c\\u7740\\u90a3\\u4e9b\\u5ba1\\u8ba1\\u8d77\\u6765\\u5f88\\u5b89\\u5168\\uff0c\\u4f46\\u505a\\u8d77\\u6765\\u5374\\u4ee4\\u4eba\\u5fc3\\u529b\\u4ea4\\u7601\\u7684\\u6807\\u51c6\\u5316\\u4efb\\u52a1\\u3002 \\u4e3a\\u4e86\\u907f\\u514d\\u8fd9\\u79cd\\u672a\\u6765\\uff0c\\u6211\\u4eec\\u5fc5\\u987b\\u8ba4\\u8bc6\\u5230\\uff0cAI \\u5e26\\u6765\\u7684\\u6311\\u6218\\u4e3b\\u8981\\u4e0d\\u5728\\u4e8e\\u6280\\u672f\\uff0c\\u800c\\u5728\\u4e8e\\u7ec4\\u7ec7\\u3002\\u4e3a\\u4e86\\u4e00\\u4e2a\\u4eba\\u7c7b\\u80fd\\u591f\\u84ec\\u52c3\\u53d1\\u5c55\\u7684\\u672a\\u6765\\uff0c\\u6211\\u4eec\\u5fc5\\u987b\\u91cd\\u65b0\\u8bbe\\u8ba1\\u6d41\\u7a0b\\u548c\\u6fc0\\u52b1\\u673a\\u5236\\uff0c\\u4ee5\\u89e3\\u51b3\\u8fd9\\u4e00\\u8bc4\\u4f30\\u96be\\u9898\\u3002 \\u674e\\u664b\\u6559\\u6388 \\u6e2f\\u5927\\u7ecf\\u7ba1\\u5b66\\u9662\\u7ba1\\u7406\\u53ca\\u5546\\u4e1a\\u7b56\\u7565\\u3001\\u7ecf\\u6d4e\\u5b66\\u5b66\\u672f\\u9886\\u57df\\u4e3b\\u4efb\\u53ca\\u6559\\u6388 Matthias Fahn\\u6559\\u6388\",\"inLanguage\":\"zh-CN\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/research\\\/thought-leadership\\\/ft-chinese-column\\\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\\\/#breadcrumblist\"},\"datePublished\":\"2026-01-09T09:57:23+08:00\",\"dateModified\":\"2026-01-09T10:03:27+08:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#website\",\"url\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/\",\"name\":\"HKU Business School\",\"inLanguage\":\"zh-CN\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.hkubs.hku.hk\\\/sc\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d - HKU Business School","description":"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388","canonical_url":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"google-site-verification":"google-site-verification=MjdkluDgHpNk2vz5slbwER2Gusw2rUDQuVULMERWzLo","miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BreadcrumbList","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#listItem","position":1,"name":"Home","item":"https:\/\/www.hkubs.hku.hk\/sc\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/#listItem","name":"\u660e\u5fb7\u5546\u8bba"}},{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/#listItem","position":2,"name":"\u660e\u5fb7\u5546\u8bba","item":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/#listItem","name":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/#listItem","position":3,"name":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d","previousItem":{"@type":"ListItem","@id":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/#listItem","name":"\u660e\u5fb7\u5546\u8bba"}}]},{"@type":"Organization","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#organization","name":"HKU Business School","url":"https:\/\/www.hkubs.hku.hk\/sc\/"},{"@type":"WebPage","@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/#webpage","url":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/","name":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d - HKU Business School","description":"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388","inLanguage":"zh-CN","isPartOf":{"@id":"https:\/\/www.hkubs.hku.hk\/sc\/#website"},"breadcrumb":{"@id":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/#breadcrumblist"},"datePublished":"2026-01-09T09:57:23+08:00","dateModified":"2026-01-09T10:03:27+08:00"},{"@type":"WebSite","@id":"https:\/\/www.hkubs.hku.hk\/sc\/#website","url":"https:\/\/www.hkubs.hku.hk\/sc\/","name":"HKU Business School","inLanguage":"zh-CN","publisher":{"@id":"https:\/\/www.hkubs.hku.hk\/sc\/#organization"}}]},"og:locale":"en_US","og:site_name":"HKU Business School -","og:type":"article","og:title":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d - HKU Business School","og:description":"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388","og:url":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/","article:published_time":"2026-01-09T01:57:23+00:00","article:modified_time":"2026-01-09T02:03:27+00:00","twitter:card":"summary_large_image","twitter:title":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d - HKU Business School","twitter:description":"\u82e5\u4f7f\u7528\u5f97\u5f53\uff0c\u751f\u6210\u5f0f AI \u80fd\u591f\u663e\u8457\u63d0\u5347\u4eba\u7c7b\u7684\u751f\u4ea7\u529b\u3002\u5b83\u53ef\u4ee5\u534f\u52a9\u56e2\u961f\u63a2\u7d22\u6218\u7565\u3001\u8d77\u8349\u8425\u9500\u65b9\u6848\uff0c\u5e76\u5927\u5e45\u62d3\u5c55\u4e2a\u4eba\u4ea7\u51fa\u7684\u5e7f\u5ea6\u4e0e\u901f\u5ea6\u3002 \u4f46\u4f34\u968f\u8fd9\u4e9b\u6536\u76ca\u800c\u6765\u7684\u662f\u7ec4\u7ec7\u5185\u90e8\u6d8c\u73b0\u7684\u4e00\u4e2a\u65b0\u6311\u6218\uff1a\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\uff08workslop\uff09\u2014\u2014\u5373\u90a3\u4e9b\u4e4d\u770b\u4e4b\u4e0b\u6253\u78e8\u7cbe\u81f4\u4e14\u5408\u4e4e\u60c5\u7406\uff0c\u5b9e\u5219\u5185\u5bb9\u7a7a\u6d1e\u7684\u4f5c\u54c1\u3002\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\u8fd1\u671f\u7684\u4e00\u7bc7\u6587\u7ae0\u5f15\u5165\u4e86\u8fd9\u4e00\u672f\u8bed\uff0c\u7cbe\u51c6\u6982\u62ec\u4e86\u8bb8\u591a\u7ba1\u7406\u8005\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u9047\u5230\u7684\u73b0\u72b6\uff1a\u5305\u88c5\u7cbe\u7f8e\u7684\u8349\u6848\u6700\u7ec8\u53cd\u800c\u7ed9\u4ed6\u4eba\u589e\u52a0\u4e86\u989d\u5916\u7684\u5de5\u4f5c\u8d1f\u62c5\u3002 \u5728 AI \u65f6\u4ee3\u6765\u4e34\u4e4b\u524d\uff0c\u8bc6\u522b\u52a3\u8d28\u5de5\u4f5c\u901a\u5e38\u76f8\u5bf9\u5bb9\u6613\uff0c\u56e0\u4e3a\u5de5\u4f5c\u7684\u201c\u5356\u76f8\u201d\u4e0e\u201c\u5b9e\u8d28\u201d\u4e4b\u95f4\u81f3\u5c11\u5b58\u5728\u67d0\u79cd\u677e\u6563\u7684\u8054\u7cfb\u3002\u7bc7\u5e45\u3001\u6da6\u8272\u7a0b\u5ea6\u548c\u8fde\u8d2f\u6027\u867d\u7136\u4e0d\u662f\u5b8c\u7f8e\u7684\u6307\u6807\uff0c\u4f46\u5f80\u5f80\u80fd\u53cd\u6620\u51fa\u6295\u5165\u7684\u7cbe\u529b\u3002\u7136\u800c\uff0cAI \u5207\u65ad\u4e86\u8fd9\u79cd\u5173\u8054\u3002 \u5982\u4eca\uff0c\u751f\u6210\u6d41\u7545\u4e14\u5f62\u5f0f\u4e0a\u770b\u4f3c\u6b63\u786e\u7684\u5907\u5fd8\u5f55\u3001\u6f14\u793a\u6587\u7a3f\u3001\u4ee3\u7801\u548c\u5206\u6790\u62a5\u544a\u7684\u6210\u672c\u6781\u4f4e\u3002\u4f46\u5176\u771f\u5b9e\u6027\u3001\u4e25\u8c28\u6027\u548c\u76f8\u5173\u6027\u5374\u96be\u4ee5\u4fdd\u969c\uff0c\u9664\u975e\u6709\u4eba\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u4ed4\u7ec6\u6838\u67e5\u3002 \u8fd9\u79cd\u8f6c\u53d8\u50ac\u751f\u4e86\u4e00\u79cd\u201c\u8bc4\u4f30\u7a0e\u201d\uff08evaluation tax\uff09\uff0c\u5b83\u5e26\u6765\u7684\u540e\u679c\u4e0d\u4ec5\u662f\u6280\u672f\u5c42\u9762\u7684\uff0c\u66f4\u662f\u7ec4\u7ec7\u5c42\u9762\u7684\u3002\u4f5c\u4e3a\u4f01\u4e1a\u6700\u7a00\u7f3a\u7684\u8d44\u6e90\uff0c\u201c\u6ce8\u610f\u529b\u201d\u5fc5\u987b\u4ece\u201c\u751f\u4ea7\u201d\u73af\u8282\u8f6c\u79fb\u5230\u201c\u9a8c\u8bc1\u201d\u73af\u8282\u3002 \u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8981\u653e\u6162\u4e00\u5207\u3002\u5b83\u610f\u5473\u7740\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0c\u5bf9\u4e8e\u7ec4\u7ec7\u4e2d\u6700\u5177\u4ef7\u503c\u7684\u8d21\u732e\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u4efb\u52a1\u6b63\u65e5\u76ca\u4ece\u201c\u8c01\u80fd\u8d77\u8349\u521d\u7a3f\u201d\u8f6c\u53d8\u4e3a\u201c\u8c01\u80fd\u5224\u65ad\u6587\u7a3f\u4e2d\u7684\u4e3b\u5f20\u662f\u5426\u7ad9\u5f97\u4f4f\u811a\u201d\u3002 \u7531\u4e8e\u6ce8\u610f\u529b\u7a00\u7f3a\uff0c\u4e14\u51b3\u7b56\u8005\u65e9\u5df2\u4e0d\u582a\u91cd\u8d1f\uff0c\u4eba\u4eec\u5f88\u5bb9\u6613\u503e\u5411\u4e8e\u5bf9\u90a3\u4e9b\u770b\u4f3c\u5b8c\u7f8e\u7684\u4ea7\u51fa\u8fdb\u884c\u201c\u6a61\u76ae\u56fe\u7ae0\u201d\u5f0f\u7684\u76f2\u76ee\u6279\u51c6\u3002\u8fd9\u79cd\u6377\u5f84\u53ef\u80fd\u4ee3\u4ef7\u9ad8\u6602\u30022025\u5e7410\u6708\uff0c\u5fb7\u52e4\u6fb3\u5927\u5229\u4e9a\uff08Deloitte Australia\uff09\u540c\u610f\u5411\u653f\u5e9c\u9000\u8fd8\u90e8\u5206\u6b3e\u9879\uff0c\u539f\u56e0\u662f\u4e00\u4efd\u957f\u8fbe237\u9875\u7684\u62a5\u544a\u88ab\u53d1\u73b0\u5305\u542b\u660e\u663e\u7684AI\u751f\u6210\u9519\u8bef\uff0c\u5176\u4e2d\u5305\u62ec\u5f15\u7528\u4e86\u5e76\u4e0d\u5b58\u5728\u7684\u8bba\u6587\u4ee5\u53ca\u9519\u8bef\u5f52\u5c5e\u7684\u6cd5\u5f8b\u5f15\u8a00\u3002 \u5373\u4fbf\u8be5\u62a5\u544a\u7684\u5927\u81f4\u7ed3\u8bba\u5728\u903b\u8f91\u4e0a\u662f\u5408\u4e4e\u60c5\u7406\u7684\uff0c\u8fd9\u4e00\u4e8b\u4ef6\u4ecd\u5f15\u53d1\u4e86\u8865\u6551\u5de5\u4f5c\uff0c\u524a\u5f31\u4e86\u4fe1\u4efb\uff0c\u5e76\u5bfc\u81f4\u4e86\u5408\u7ea6\u5c42\u9762\u7684\u4e89\u6267\u3002\u95ee\u9898\u7684\u6839\u6e90\u5e76\u4e0d\u5728\u4e8e\u4f7f\u7528 AI \u672c\u8eab\uff0c\u800c\u5728\u4e8e\u4f7f\u7528\u4e86 AI \u5374\u672a\u52a0\u6838\u67e5\u3002 \u5982\u679c AI\u7ee7\u7eed\u52a0\u901f\u8349\u6848\u7684\u751f\u6210\uff0c\u7ba1\u7406\u8005\u5c06\u9762\u4e34\u4e00\u4e2a\u4e0d\u53ef\u56de\u907f\u7684\u95ee\u9898\uff1a\u7ec4\u7ec7\u5982\u4f55\u5728\u83b7\u5f97\u89c4\u6a21\u4e0e\u8303\u56f4\u7ea2\u5229\u7684\u540c\u65f6\uff0c\u4e0d\u88ab\u201c\u5de5\u4f5c\u5e9f\u6599\u201d\u6240\u6df9\u6ca1\uff1f \u9762\u5bf9\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\uff0c\u4e00\u79cd\u81ea\u7136\u7684\u53cd\u5e94\u662f\u8be2\u95ee AI \u81ea\u8eab\u80fd\u5426\u627f\u62c5\u6838\u67e5\u4efb\u52a1\u3002\u5982\u679c AI \u80fd\u751f\u6210\u5185\u5bb9\uff0c\u4e3a\u4f55\u4e0d\u8ba9 AI \u4e5f\u6765\u9a8c\u8bc1\u5b83\uff1f\u5728\u67d0\u4e9b\u9886\u57df\uff0c\u8fd9\u79cd\u65b9\u6cd5\u884c\u4e4b\u6709\u6548\u3002 \u6570\u5b66\u662f\u6700\u5178\u578b\u7684\u4f8b\u5b50\u3002\u8bf8\u5982 Lean \u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u7cbe\u786e\u5730\u5bf9\u8bc1\u660e\u8fdb\u884c\u6b63\u5f0f\u7684\u9a8c\u8bc1\u3002\u5728\u8fd9\u4e9b\u573a\u666f\u4e2d\uff0c\u4eba\u7c7b\u63a2\u7d22\u601d\u8def\uff0c\u673a\u5668\u6838\u67e5\u6b63\u786e\u6027\u3002\u8fd9\u79cd\u9a8c\u8bc1\u662f\u6b63\u5f0f\u7684\u3001\u65e0\u6b67\u4e49\u7684\uff0c\u4e14\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002 \u7136\u800c\uff0c\u5927\u591a\u6570\u7ec4\u7ec7\u5de5\u4f5c\u5e76\u4e0d\u50cf\u6570\u5b66\u3002\u6218\u7565\u5236\u5b9a\u3001\u7814\u7a76\u7efc\u8ff0\u3001\u653f\u7b56\u5206\u6790\u3001\u54a8\u8be2\u5efa\u8bae\u4ee5\u53ca\u8bb8\u591a\u8f6f\u4ef6\u8bbe\u8ba1\u5de5\u4f5c\uff0c\u90fd\u662f\u65e0\u6cd5\u8fdb\u884c\u6b63\u5f0f\u9a8c\u8bc1\u7684\u3002\u8fd9\u4e9b\u5de5\u4f5c\u4f9d\u8d56\u4e8e\u5224\u65ad\u529b\u3001\u8bed\u5883\u548c\u89e3\u8bfb\u3002\u5728\u8fd9\u4e9b\u9886\u57df\uff0c\u9a8c\u8bc1\u65e0\u6cd5\u5b8c\u5168\u81ea\u52a8\u5316\uff0c\u4ecd\u7136\u9700\u8981\u4eba\u7c7b\u7684\u6295\u5165\u3002 \u66f4\u7cdf\u7cd5\u7684\u662f\uff0c\u57fa\u4e8e AI \u7684\u6838\u67e5\u5f80\u5f80\u975e\u4f46\u4e0d\u80fd\u8865\u5145\u4eba\u7c7b\u7684\u9a8c\u8bc1\uff0c\u53cd\u800c\u4f1a\u5c06\u5176\u524a\u5f31\u3002\u5bf9\u4e8e\u7b97\u6cd5\u8f85\u52a9\u8bc4\u4f30\u7684\u7814\u7a76\u8bc1\u636e\u8868\u660e\uff0c\u5f53\u7b97\u6cd5\u6267\u884c\u4e86\u521d\u6b65\u68c0\u67e5\u540e\uff0c\u4eba\u7c7b\u5f80\u5f80\u4f1a\u964d\u4f4e\u81ea\u8eab\u7684\u5ba1\u67e5\u529b\u5ea6\u3002\u81ea\u52a8\u5316\u68c0\u67e5\u5de5\u5177\u7684\u5b58\u5728\u6539\u53d8\u4e86\u4eba\u4eec\u7684\u884c\u4e3a\u6a21\u5f0f\uff1a\u4e00\u65e6\u4eba\u4eec\u8ba4\u4e3a\u201c\u7cfb\u7edf\u5df2\u7ecf\u67e5\u8fc7\u4e86\u201d\uff0c\u4ed6\u4eec\u5bf9\u4ed4\u7ec6\u8fdb\u884c\u4eba\u5de5\u9a8c\u8bc1\u7684\u9884\u671f\u56de\u62a5\u611f\u5c31\u4f1a\u4e0b\u964d\u3002 \u8fd9\u5f15\u51fa\u4e86\u66f4\u6df1\u5c42\u7684\u95ee\u9898\uff1a\u6fc0\u52b1\u673a\u5236\u3002AI \u964d\u4f4e\u4e86\u751f\u4ea7\u6210\u672c\uff0c\u5374\u63d0\u9ad8\u4e86\u201c\u52a8\u529b\u6210\u672c\u201d\uff08cost of motivation\uff09\u3002\u5373\u4fbf\u505a\u6b63\u786e\u7684\u4e8b\u53d8\u5f97\u66f4\u5bb9\u6613\u4e86\uff0c\u4f46\u505a\u9519\u8bef\u7684\u4e8b\u4e5f\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\u3002\u5f53\u751f\u6210\u770b\u4f3c\u5408\u7406\u7684\u4ea7\u51fa\u53d8\u5f97\u6781\u5176\u4f4e\u6210\u672c\u65f6\uff0c\u4ea7\u51fa\u4fbf\u4e0d\u518d\u80fd\u53ef\u9760\u5730\u53cd\u6620\u6295\u5165\u7684\u52aa\u529b\u6216\u5224\u65ad\u529b\u3002\u8fd9\u5e76\u975e\u804c\u4e1a\u9053\u5fb7\u7684\u6ca6\u4e27\uff0c\u800c\u662f\u5bf9\u5de5\u4f5c\u56de\u62a5\u673a\u5236\u7684\u4e00\u79cd\u7406\u6027\u53cd\u5e94\u3002 \u4eba\u4eec\u662f\u57fa\u4e8e\u53ef\u89c1\u7684\u4ea4\u4ed8\u6210\u679c\u2014\u2014\u751f\u6210\u7684\u6587\u6863\u3001\u63d0\u4ea4\u7684\u5e7b\u706f\u7247\u3001\u5b8c\u6210\u7684\u5206\u6790\u2014\u2014\u6765\u63a5\u53d7\u8bc4\u4f30\u7684\u3002AI\u8ba9\u8fbe\u5230\u8fd9\u4e9b\u6807\u51c6\u53d8\u5f97\u6beb\u4e0d\u8d39\u529b\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u4f9d\u7136\u8017\u65f6\u8017\u529b\uff0c\u4e14\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u201c\u4e0d\u53ef\u89c1\u201d\u7684\u3002\u5f53\u6fc0\u52b1\u673a\u5236\u4f9d\u7136\u4e0e\u201c\u751f\u4ea7\u201d\u6302\u94a9\uff0c\u800c\u975e\u4e0e\u201c\u5ba1\u67e5\u201d\u6302\u94a9\u65f6\uff0c\u4eba\u4eec\u7684\u52aa\u529b\u65b9\u5411\u4fbf\u4f1a\u968f\u4e4b\u8f6c\u79fb\uff0c\u5bfc\u81f4\u9a8c\u8bc1\u5de5\u4f5c\u7cfb\u7edf\u6027\u5730\u4f9b\u7ed9\u4e0d\u8db3\u3002 \u9762\u5bf9\u8fd9\u79cd\u9a8c\u8bc1\u4e0d\u8db3\uff0c\u7ec4\u7ec7\u4e3b\u8981\u6709\u4e24\u79cd\u5e72\u9884\u9014\u5f84\u3002 \u7b2c\u4e00\u79cd\u662f\u91cd\u5851\u6d41\u7a0b\u3002 AI\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u52a0\u901f\u73b0\u6709\u5de5\u4f5c\u6d41\u7a0b\u7684\u5de5\u5177\uff1b\u5b83\u6539\u53d8\u4e86\u54ea\u4e9b\u7c7b\u578b\u7684\u5de5\u4f5c\u6d41\u7a0b\u662f\u53ef\u884c\u7684\u3002\u4f8b\u5982\u5728\u8f6f\u4ef6\u5f00\u53d1\u4e2d\uff0c\u5f53\u4ee3\u7801\u662f\u7531\u4eba\u7c7b\u4ee5\u4eba\u7c7b\u7684\u901f\u5ea6\u7f16\u5199\u65f6\uff0c\u9010\u884c\u5ba1\u67e5\u662f\u5408\u7406\u7684\u3002\u4f46\u9762\u5bf9 AI \u751f\u6210\u7684\u4ee3\u7801\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u518d\u5177\u5907\u53ef\u6269\u5c55\u6027\u3002\u9ad8\u6548\u80fd\u56e2\u961f\u7684\u5e94\u5bf9\u4e4b\u7b56\u5e76\u975e\u201c\u66f4\u4ed4\u7ec6\u5730\u5ba1\u67e5\u201d\uff0c\u800c\u662f\u91cd\u5851\u6d41\u7a0b\u672c\u8eab\uff1a\u5c06\u9a8c\u8bc1\u5de5\u4f5c\u5411\u4e0a\u6e38\u8f6c\u79fb\uff0c\u805a\u7126\u4e8e\u89c4\u8303\u660e\u7ec6\u3001\u7ea6\u675f\u6761\u4ef6\u3001\u6d4b\u8bd5\u7528\u4f8b\u548c\u4ea4\u4e92\u754c\u9762\u3002\u7a00\u7f3a\u7684\u6280\u80fd\u4ece\u201c\u751f\u6210\u4ea7\u51fa\u201d\u8f6c\u53d8\u4e3a\u201c\u5b9a\u4e49\u4f55\u4e3a\u6b63\u786e\u201d\u3002 \u7b2c\u4e8c\u79cd\u662f\u91cd\u5851\u6fc0\u52b1\u673a\u5236\u3002\u5bf9\u4e8e\u90a3\u4e9b\u65e0\u6cd5\u5f62\u5f0f\u5316\u89c4\u8303\u7684\u91cd\u5224\u65ad\u578b\u5de5\u4f5c\uff0c\u4f01\u4e1a\u5fc5\u987b\u8ba9\u9690\u5f62\u7684\u9a8c\u8bc1\u5de5\u4f5c\u53d8\u5f97\u201c\u53ef\u89c1\u201d\u3002\u8fd9\u9700\u8981\u5f7b\u5e95\u8f6c\u53d8\u5bf9\u52b3\u52a8\u4ef7\u503c\u7684\u8bc4\u4f30\u65b9\u5f0f\u3002\u7ec4\u7ec7\u5e94\u5f53\u5c06\u201c\u6355\u6349\u5230\u4e00\u4e2a\u5fae\u5999\u9519\u8bef\u201d\u3001\u201c\u5b8c\u5584\u4e00\u4e2a\u590d\u6742\u7684\u8bba\u70b9\u201d\u6216\u201c\u6307\u51fa\u4e00\u4e2a\u770b\u4f3c\u5408\u7406\u4f46\u9519\u8bef\u7684\u7ed3\u8bba\u201d\u89c6\u4e3a\u664b\u5347\u7684\u9014\u5f84\u3002\u5982\u679c\u4f01\u4e1a\u5e0c\u671b\u4eba\u7c7b\u627f\u62c5\u8d77\u8270\u96be\u7684\u5224\u65ad\u5de5\u4f5c\uff0c\u5c31\u5fc5\u987b\u505c\u6b62\u5956\u52b1\u6570\u91cf\u548c\u901f\u5ea6\uff0c\u8f6c\u800c\u5956\u52b1\u5bf9\u9519\u8bef\u7684\u4fa6\u6d4b\u3002\u8fd9\u4f1a\u76f4\u63a5\u5bfc\u81f4\u4e13\u4e1a\u6280\u80fd\u7684\u91cd\u65b0\u5206\u914d\uff1a\u4ece\u8d77\u8349\u8f6c\u5411\u9a8c\u8bc1\uff1b\u4f01\u4e1a\u5c06\u65e5\u76ca\u628a\u7a00\u7f3a\u7684\u4eba\u624d\u4ece\u5185\u5bb9\u751f\u4ea7\u4e2d\u62bd\u79bb\u51fa\u6765\uff0c\u8f6c\u800c\u8ba9\u4ed6\u4eec\u8d1f\u8d23\u5ba1\u67e5\u5e76\u7b7e\u7f72\u90a3\u4e9b\u771f\u6b63\u5173\u952e\u7684\u5de5\u4f5c\u6210\u679c\u3002 \u5982\u679c\u4f01\u4e1a\u5728\u8fd9\u4e24\u65b9\u9762\u90fd\u65e0\u6240\u4f5c\u4e3a\uff0c\u5b83\u4eec\u5c06\u9000\u800c\u6c42\u5176\u6b21\uff0c\u9009\u62e9\u7b2c\u4e09\u79cd\u66f4\u5177\u7834\u574f\u6027\u7684\u65b9\u6848:\u6807\u51c6\u5316\u3002\u4f01\u4e1a\u5c06\u8f6c\u5411\u90a3\u4e9b\u66f4\u5bb9\u6613\u89c4\u8303\u3001\u8861\u91cf\u548c\u68c0\u67e5\u7684\u5de5\u4f5c\u3002\u804c\u80fd\u8303\u56f4\u5c06\u7f29\u5c0f\uff0c\u81ea\u7531\u88c1\u91cf\u6743\u5c06\u7f29\u51cf\uff0c\u590d\u6742\u7684\u4efb\u52a1\u5c06\u88ab\u5206\u89e3\u4e3a\u6807\u51c6\u5316\u7684\u788e\u7247\u3002 \u5176\u7ed3\u679c\u662f\u6ed1\u5411\u201c\u7cdf\u7cd5\u7684\u5de5\u4f5c\u201d\uff08bad jobs\uff09\u2014\u2014\u90a3\u4e9b\u5e76\u975e\u4e3a\u4e86\u5224\u65ad\u529b\uff0c\u800c\u662f\u4e3a\u4e86\u5408\u89c4\u6027\u548c\u751f\u4ea7\u529b\u6240\u6253\u9020\u7684\u5c97\u4f4d\u3002\u8fd9\u79cd\u8d8b\u52bf\u6709\u53ef\u80fd\u5bfc\u81f4\u4eba\u7c7b\u7684\u5de5\u4f5c\u4f53\u9a8c\u88ab\u201c\u638f\u7a7a\u201d\u3002\u6211\u4eec\u9762\u4e34\u7684\u98ce\u9669\u662f\u521b\u9020\u51fa\u4e00\u652f\u88ab\u56f0\u5728\u201c\u8ba4\u77e5\u6d45\u6c34\u533a\u201d\u7684\u52b3\u52a8\u529b\u5927\u519b\u2014\u2014\u6267\u884c\u7740\u90a3\u4e9b\u5ba1\u8ba1\u8d77\u6765\u5f88\u5b89\u5168\uff0c\u4f46\u505a\u8d77\u6765\u5374\u4ee4\u4eba\u5fc3\u529b\u4ea4\u7601\u7684\u6807\u51c6\u5316\u4efb\u52a1\u3002 \u4e3a\u4e86\u907f\u514d\u8fd9\u79cd\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u8ba4\u8bc6\u5230\uff0cAI \u5e26\u6765\u7684\u6311\u6218\u4e3b\u8981\u4e0d\u5728\u4e8e\u6280\u672f\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u3002\u4e3a\u4e86\u4e00\u4e2a\u4eba\u7c7b\u80fd\u591f\u84ec\u52c3\u53d1\u5c55\u7684\u672a\u6765\uff0c\u6211\u4eec\u5fc5\u987b\u91cd\u65b0\u8bbe\u8ba1\u6d41\u7a0b\u548c\u6fc0\u52b1\u673a\u5236\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e00\u8bc4\u4f30\u96be\u9898\u3002 \u674e\u664b\u6559\u6388 \u6e2f\u5927\u7ecf\u7ba1\u5b66\u9662\u7ba1\u7406\u53ca\u5546\u4e1a\u7b56\u7565\u3001\u7ecf\u6d4e\u5b66\u5b66\u672f\u9886\u57df\u4e3b\u4efb\u53ca\u6559\u6388 Matthias Fahn\u6559\u6388"},"aioseo_meta_data":{"post_id":"252142","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"WebPage","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":0,"ai":{"faqs":[],"keyPoints":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2026-01-09 02:00:03","updated":"2026-01-09 02:03:27","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.hkubs.hku.hk\/sc\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/\" title=\"\u660e\u5fb7\u5546\u8bba\">\u660e\u5fb7\u5546\u8bba<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.hkubs.hku.hk\/sc\/"},{"label":"\u660e\u5fb7\u5546\u8bba","link":"https:\/\/www.hkubs.hku.hk\/sc\/thought-leadership\/ft-chinese-column-sc\/"},{"label":"\u8bc4\u4f30\u7a0e\uff1a\u4e3a\u4f55AI\u65f6\u4ee3\u9700\u8981\u4ece\u201c\u751f\u4ea7\u201d\u8f6c\u5411\u201c\u9a8c\u8bc1\u201d","link":"https:\/\/www.hkubs.hku.hk\/sc\/research\/thought-leadership\/ft-chinese-column\/the-validation-tax-shifting-focus-from-production-to-verification-in-the-ai-era\/"}],"_links":{"self":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership\/252142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership"}],"about":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/types\/thought-leadership"}],"version-history":[{"count":2,"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership\/252142\/revisions"}],"predecessor-version":[{"id":252144,"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/thought-leadership\/252142\/revisions\/252144"}],"wp:attachment":[{"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/media?parent=252142"}],"wp:term":[{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hkubs.hku.hk\/sc\/wp-json\/wp\/v2\/tags?post=252142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}