{"id":16787,"date":"2026-08-12T00:00:24","date_gmt":"2026-08-11T14:00:24","guid":{"rendered":"https:\/\/geoffreychen.com\/can-ai-weaken-the-path-to-expertise\/"},"modified":"2026-08-12T00:00:24","modified_gmt":"2026-08-11T14:00:24","slug":"can-ai-weaken-the-path-to-expertise","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/can-ai-weaken-the-path-to-expertise\/","title":{"rendered":"AI\u8ba9\u65b0\u5458\u5de5\u66f4\u5feb\u4e0a\u624b\uff0c\u4f1a\u4e0d\u4f1a\u4e5f\u8ba9\u7ec4\u7ec7\u5931\u53bb\u57f9\u517b\u4e13\u5bb6\u7684\u8def\u5f84\uff1f"},"content":{"rendered":"<\/p>\n<p><em>\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u00b7 \u7b2c\u4e8c\u5b63\u201c\u4ece\u4e2a\u4eba\u5de5\u5177\u5230\u7ec4\u7ec7\u80fd\u529b\u201d\u00b7 \u7b2c\u516b\u7bc7<\/em><\/p>\n<p>\u4e00\u540d\u65b0\u5458\u5de5\u8fc7\u53bb\u9700\u8981\u51e0\u4e2a\u6708\u5b66\u4e60\u600e\u6837\u56de\u590d\u590d\u6742\u5ba2\u6237\u95ee\u9898\u3002\u73b0\u5728\uff0cAI\u6839\u636e\u5386\u53f2\u5bf9\u8bdd\u7ed9\u51fa\u5efa\u8bae\uff0c\u65b0\u4eba\u7b2c\u4e00\u5468\u5c31\u80fd\u5199\u51fa\u63a5\u8fd1\u8d44\u6df1\u540c\u4e8b\u7684\u56de\u590d\u3002\u90e8\u95e8\u751f\u4ea7\u7387\u63d0\u9ad8\uff0c\u57f9\u8bad\u65f6\u95f4\u4e0b\u964d\u3002<\/p>\n<p>\u4e00\u5e74\u540e\uff0c\u7ba1\u7406\u8005\u5374\u53d1\u73b0\u53e6\u4e00\u4e2a\u95ee\u9898\uff1a\u5f53AI\u65e0\u6cd5\u56de\u7b54\u3001\u8d44\u6599\u76f8\u4e92\u51b2\u7a81\u6216\u5ba2\u6237\u5904\u4e8e\u4f8b\u5916\u60c5\u51b5\u65f6\uff0c\u90e8\u5206\u5458\u5de5\u4e0d\u77e5\u9053\u600e\u6837\u72ec\u7acb\u5206\u6790\u3002\u4ed6\u4eec\u5b66\u4f1a\u4e86\u9009\u62e9\u548c\u4fee\u6539\u5efa\u8bae\uff0c\u5374\u6ca1\u6709\u7ecf\u5386\u8fc7\u5f62\u6210\u8fd9\u4e9b\u5efa\u8bae\u6240\u4f9d\u8d56\u7684\u57fa\u7840\u5de5\u4f5c\u3002<\/p>\n<p>AI\u53ef\u80fd\u7f29\u77ed\u7ecf\u9a8c\u66f2\u7ebf\uff0c\u4e5f\u53ef\u80fd\u79fb\u9664\u7ecf\u9a8c\u66f2\u7ebf\u4e2d\u7684\u5b66\u4e60\u73af\u8282\u3002\u7ec4\u7ec7\u5fc5\u987b\u533a\u5206\u201c\u66f4\u65e9\u4ea7\u51fa\u5408\u683c\u7ed3\u679c\u201d\u4e0e\u201c\u66f4\u65e9\u5f62\u6210\u53ef\u72ec\u7acb\u5224\u65ad\u7684\u80fd\u529b\u201d\u3002<\/p>\n<h2>\u73b0\u6709\u7814\u7a76\u786e\u5b9e\u663e\u793a\u65b0\u4eba\u53ef\u80fd\u83b7\u5f97\u66f4\u5927\u6536\u76ca<\/h2>\n<p>\u5bf95,179\u540d\u5ba2\u6237\u652f\u6301\u4eba\u5458\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u751f\u6210\u5f0fAI\u52a9\u624b\u4f7f\u6bcf\u5c0f\u65f6\u89e3\u51b3\u95ee\u9898\u6570\u91cf\u5e73\u5747\u63d0\u9ad814%\uff0c\u5bf9\u65b0\u624b\u548c\u6280\u80fd\u8f83\u4f4e\u4eba\u5458\u7684\u63d0\u5347\u8fbe\u523034%\uff0c\u800c\u5bf9\u9ad8\u7ecf\u9a8c\u3001\u9ad8\u6280\u80fd\u4eba\u5458\u5f71\u54cd\u8f83\u5c0f\u3002\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u7cfb\u7edf\u53ef\u80fd\u628a\u4f18\u79c0\u5458\u5de5\u7684\u505a\u6cd5\u4f20\u64ad\u7ed9\u65b0\u4eba\uff0c\u5e76\u63d0\u4f9b\u4e86\u53ef\u80fd\u4fc3\u8fdb\u5b66\u4e60\u7684\u8bc1\u636e\u3002<a href=\"https:\/\/www.nber.org\/papers\/w31161\" target=\"_blank\" rel=\"noopener\">NBER\uff1a\u300aGenerative AI at Work\u300b<\/a><\/p>\n<p>\u8fd9\u662fAI\u4f5c\u4e3a\u77e5\u8bc6\u6269\u6563\u5de5\u5177\u7684\u91cd\u8981\u4ef7\u503c\u3002\u5b83\u80fd\u5728\u5de5\u4f5c\u53d1\u751f\u65f6\u63d0\u4f9b\u793a\u4f8b\u548c\u5efa\u8bae\uff0c\u51cf\u5c11\u65b0\u4eba\u5fc5\u987b\u7b49\u5f85\u4e13\u5bb6\u5e2e\u52a9\u7684\u65f6\u95f4\u3002<\/p>\n<p>\u4f46\u8fd9\u9879\u7814\u7a76\u5904\u4e8e\u5177\u4f53\u5ba2\u670d\u73af\u5883\uff0c\u4e0d\u80fd\u8bc1\u660e\u6240\u6709\u804c\u4e1a\u90fd\u4f1a\u4ea7\u751f\u957f\u671f\u5b66\u4e60\u3002\u5efa\u8bae\u4f7f\u5458\u5de5\u5f53\u4e0b\u8868\u73b0\u66f4\u597d\uff0c\u4e0d\u5fc5\u7136\u8bf4\u660e\u5458\u5de5\u5728\u6ca1\u6709\u5efa\u8bae\u65f6\u4e5f\u83b7\u5f97\u540c\u7b49\u80fd\u529b\u3002<\/p>\n<h2>\u4e13\u4e1a\u77e5\u8bc6\u4e0d\u4ec5\u662f\u201c\u77e5\u9053\u7b54\u6848\u201d<\/h2>\n<p>\u4e13\u5bb6\u80fd\u591f\u5b8c\u6210\u6807\u51c6\u4efb\u52a1\uff0c\u4f46\u66f4\u91cd\u8981\u7684\u662f\u8bc6\u522b\u6807\u51c6\u4f55\u65f6\u4e0d\u9002\u7528\u3002\u4ed6\u77e5\u9053\u54ea\u4e9b\u4e8b\u5b9e\u7f3a\u5931\u3001\u54ea\u4e2a\u89c4\u5219\u5f7c\u6b64\u51b2\u7a81\u3001\u4ec0\u4e48\u65f6\u5019\u5e94\u505c\u6b62\uff0c\u4ee5\u53ca\u9519\u8bef\u5c06\u5f71\u54cd\u8c01\u3002<\/p>\n<p>\u8fd9\u4e9b\u80fd\u529b\u5e38\u5728\u5904\u7406\u4f4e\u5c42\u5de5\u4f5c\u65f6\u5f62\u6210\u3002\u521d\u7ea7\u5f8b\u5e08\u9605\u8bfb\u5927\u91cf\u6587\u4ef6\uff0c\u7a0b\u5e8f\u5458\u8c03\u8bd5\u81ea\u5df1\u5199\u9519\u7684\u4ee3\u7801\uff0c\u5206\u6790\u5e08\u6838\u5bf9\u539f\u59cb\u6570\u636e\u3002\u91cd\u590d\u4efb\u52a1\u6709\u65f6\u4f4e\u6548\uff0c\u5374\u4e5f\u8ba9\u4eba\u63a5\u89e6\u4e8b\u5b9e\u5f62\u6210\u8fc7\u7a0b\u3001\u5e38\u89c1\u9519\u8bef\u548c\u7cfb\u7edf\u8fb9\u754c\u3002<\/p>\n<p>\u5982\u679cAI\u76f4\u63a5\u63d0\u4f9b\u6210\u54c1\uff0c\u7ec4\u7ec7\u53ef\u80fd\u4fdd\u7559\u7ed3\u679c\u800c\u79fb\u9664\u8bca\u65ad\u8fc7\u7a0b\u3002\u65b0\u4eba\u5b66\u4f1a\u201c\u770b\u8d77\u6765\u5bf9\u4e0d\u5bf9\u201d\uff0c\u5374\u6ca1\u6709\u5f62\u6210\u4ece\u539f\u59cb\u6750\u6599\u91cd\u5efa\u7b54\u6848\u7684\u80fd\u529b\u3002<\/p>\n<h2>\u4e0d\u662f\u6240\u6709\u57fa\u7840\u5de5\u4f5c\u90fd\u6709\u6559\u80b2\u4ef7\u503c<\/h2>\n<p>\u4fdd\u7559\u5b66\u4e60\u8def\u5f84\u4e0d\u7b49\u4e8e\u6d6a\u6f2b\u5316\u673a\u68b0\u52b3\u52a8\u3002\u590d\u5236\u683c\u5f0f\u3001\u624b\u5de5\u642c\u8fd0\u6570\u636e\u548c\u91cd\u590d\u641c\u7d22\u672a\u5fc5\u57f9\u517b\u5224\u65ad\uff0c\u53cd\u800c\u6d88\u8017\u672c\u53ef\u7528\u4e8e\u5b66\u4e60\u7684\u65f6\u95f4\u3002<\/p>\n<p>\u5173\u952e\u662f\u8bc6\u522b\u54ea\u4e9b\u6b65\u9aa4\u5f62\u6210\u80fd\u529b\u3002\u53ef\u4ee5\u95ee\uff1a\u8fd9\u4e00\u6b65\u662f\u5426\u8ba9\u5458\u5de5\u63a5\u89e6\u91cd\u8981\u8bc1\u636e\uff1f\u662f\u5426\u8bad\u7ec3\u53d1\u73b0\u5f02\u5e38\uff1f\u662f\u5426\u5e2e\u52a9\u7406\u89e3\u56e0\u679c\u548c\u89c4\u5219\uff1f\u662f\u5426\u63d0\u4f9b\u53ca\u65f6\u53cd\u9988\uff1f\u5982\u679c\u7b54\u6848\u662f\u5426\u5b9a\uff0c\u81ea\u52a8\u5316\u53ef\u80fd\u540c\u65f6\u63d0\u9ad8\u6548\u7387\u548c\u5b66\u4e60\u8d28\u91cf\u3002<\/p>\n<p>\u5982\u679c\u7b54\u6848\u80af\u5b9a\uff0c\u7ec4\u7ec7\u4e0d\u80fd\u53ea\u5220\u9664\u6b65\u9aa4\uff0c\u800c\u5e94\u8bbe\u8ba1\u66ff\u4ee3\u5b66\u4e60\uff1a\u8ba9\u65b0\u4eba\u89e3\u91caAI\u5efa\u8bae\u3001\u6bd4\u8f83\u4e0d\u540c\u65b9\u6848\u3001\u5904\u7406\u523b\u610f\u4fdd\u7559\u7684\u4f8b\u5916\uff0c\u5e76\u5728\u4f4e\u98ce\u9669\u73af\u5883\u4e2d\u72ec\u7acb\u5b8c\u6210\u90e8\u5206\u4efb\u52a1\u3002<\/p>\n<h2>\u8fc7\u5ea6\u4f9d\u8d56\u4f1a\u6539\u53d8\u4e13\u5bb6\u4f9b\u7ed9<\/h2>\n<p>\u4e00\u4e2a\u90e8\u95e8\u4eca\u5929\u53ef\u4ee5\u8ba9\u5c11\u6570\u8d44\u6df1\u4eba\u5458\u76d1\u7763\u5927\u91cfAI\u8f85\u52a9\u65b0\u4eba\u3002\u4f46\u5982\u679c\u65b0\u4eba\u5f88\u5c11\u72ec\u7acb\u5224\u65ad\uff0c\u51e0\u5e74\u540e\u8c01\u6765\u6210\u4e3a\u4e0b\u4e00\u6279\u76d1\u7763\u8005\uff1f<\/p>\n<p>\u8fd9\u662f\u7ec4\u7ec7\u80fd\u529b\u7684\u65f6\u95f4\u95ee\u9898\u3002\u77ed\u671f\u770b\uff0c\u4e13\u5bb6\u5ba1\u6838\u96c6\u4e2d\u5316\u63d0\u9ad8\u541e\u5410\uff1b\u957f\u671f\u770b\uff0c\u7ec4\u7ec7\u53ef\u80fd\u5f62\u6210\u201c\u7ec6\u8170\u7ed3\u6784\u201d\uff1a\u9876\u90e8\u5c11\u6570\u4e13\u5bb6\uff0c\u5e95\u90e8\u5927\u91cf\u4f9d\u8d56\u7cfb\u7edf\u7684\u64cd\u4f5c\u4eba\u5458\uff0c\u4e2d\u95f4\u7f3a\u5c11\u9010\u6b65\u6210\u957f\u7684\u5c97\u4f4d\u3002<\/p>\n<p>OECD\u300aAI and skills\u300b\u6307\u51fa\uff0cAI\u91c7\u7528\u53d7\u5230\u6280\u80fd\u4e0d\u8db3\u9650\u5236\uff0c\u540c\u65f6\u63d0\u9ad8\u4e86\u5bf9\u9ad8\u5c42\u6280\u80fd\u3001\u6570\u5b57\u80fd\u529b\u3001\u6570\u636e\u89e3\u91ca\u3001\u7ba1\u7406\u4e0e\u95ee\u9898\u89e3\u51b3\u7684\u9700\u6c42\uff0c\u5e76\u5f3a\u8c03\u5de5\u4f5c\u573a\u666f\u5316\u57f9\u8bad\u548c\u7ec8\u8eab\u5b66\u4e60\u3002<a href=\"https:\/\/www.oecd.org\/en\/publications\/ai-and-skills_f843b352-en\/full-report.html\" target=\"_blank\" rel=\"noopener\">OECD\uff1aAI and skills<\/a><\/p>\n<p>OECD Skills Outlook 2025\u4e5f\u6307\u51fa\uff0cAI\u65e2\u53ef\u80fd\u8865\u5145\u65b0\u4eba\u80fd\u529b\uff0c\u4e5f\u53ef\u80fd\u51cf\u5c11\u67d0\u4e9b\u5165\u95e8\u4efb\u52a1\u548c\u673a\u4f1a\uff1b\u57f9\u8bad\u3001\u5458\u5de5\u534f\u5546\u4e0e\u6280\u80fd\u53d1\u5c55\u4f1a\u5f71\u54cd\u7ed3\u679c\u3002<a href=\"https:\/\/www.oecd.org\/en\/publications\/oecd-skills-outlook-2025_26163cd3-en\/full-report\/widening-opportunities-by-investing-in-21st-century-skills_762bbcca.html\" target=\"_blank\" rel=\"noopener\">OECD Skills Outlook 2025<\/a><\/p>\n<h2>\u628aAI\u8bbe\u8ba1\u6210\u6559\u7ec3\uff0c\u800c\u4e0d\u53ea\u662f\u7b54\u6848\u4f9b\u5e94\u5668<\/h2>\n<p>\u5982\u679c\u76ee\u6807\u5305\u62ec\u80fd\u529b\u5f62\u6210\uff0c\u7cfb\u7edf\u5e94\u6539\u53d8\u4ea4\u4e92\u65b9\u5f0f\u3002<\/p>\n<p>\u5728\u4f4e\u98ce\u9669\u4efb\u52a1\u4e2d\uff0c\u53ef\u4ee5\u5148\u8ba9\u5458\u5de5\u63d0\u51fa\u81ea\u5df1\u7684\u5224\u65ad\uff0c\u518d\u663e\u793aAI\u5efa\u8bae\uff1b\u8981\u6c42\u6807\u8bb0\u53cc\u65b9\u5dee\u5f02\u548c\u4f9d\u636e\u3002\u5bf9\u4e8e\u5173\u952e\u5efa\u8bae\uff0cAI\u5e94\u94fe\u63a5\u539f\u59cb\u8d44\u6599\uff0c\u8ba9\u65b0\u4eba\u80fd\u591f\u770b\u5230\u7b54\u6848\u600e\u6837\u5f62\u6210\u3002\u7cfb\u7edf\u4e5f\u53ef\u4ee5\u751f\u6210\u53cd\u4f8b\u548c\u8ffd\u95ee\uff0c\u4f46\u6700\u7ec8\u7531\u5bfc\u5e08\u786e\u8ba4\u53cd\u9988\u3002<\/p>\n<p>\u5b9a\u671f\u5b89\u6392\u201c\u65e0AI\u590d\u6838\u201d\u4e0d\u662f\u4e3a\u4e86\u7981\u6b62\u5de5\u5177\uff0c\u800c\u662f\u6d4b\u91cf\u5458\u5de5\u662f\u5426\u80fd\u5728\u7cfb\u7edf\u6545\u969c\u3001\u7f55\u89c1\u4f8b\u5916\u548c\u9ad8\u98ce\u9669\u60c5\u5883\u4e2d\u72ec\u7acb\u5de5\u4f5c\u3002\u8003\u6838\u5e94\u5305\u62ec\u95ee\u9898\u5b9a\u4e49\u3001\u8bc1\u636e\u6838\u67e5\u548c\u5347\u7ea7\u5224\u65ad\uff0c\u800c\u4e0d\u4ec5\u662f\u4ea7\u91cf\u3002<\/p>\n<p>\u8d44\u6df1\u4eba\u5458\u7684\u9690\u6027\u77e5\u8bc6\u4e5f\u8981\u88ab\u4fdd\u5b58\u4e3a\u6848\u4f8b\u3001\u5931\u8d25\u6a21\u5f0f\u548c\u8bc4\u6d4b\u6807\u51c6\u3002\u5426\u5219\uff0cAI\u53ea\u80fd\u6a21\u4eff\u5386\u53f2\u8f93\u51fa\uff0c\u7ec4\u7ec7\u4ecd\u7136\u4e0d\u77e5\u9053\u4e13\u5bb6\u4e3a\u4f55\u4f5c\u51fa\u90a3\u4e9b\u9009\u62e9\u3002<\/p>\n<h2>\u91cd\u65b0\u8bbe\u8ba1\u521d\u7ea7\u5c97\u4f4d\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u51cf\u5c11<\/h2>\n<p>\u5f53AI\u627f\u62c5\u90e8\u5206\u4f8b\u884c\u5de5\u4f5c\uff0c\u521d\u7ea7\u5c97\u4f4d\u53ef\u4ee5\u51cf\u5c11\u7eaf\u6267\u884c\uff0c\u589e\u52a0\u76d1\u7763\u4e0b\u7684\u5206\u6790\uff1a\u68c0\u67e5AI\u5f15\u7528\u3001\u8c03\u67e5\u5f02\u5e38\u3001\u7ef4\u62a4\u6d4b\u8bd5\u96c6\u3001\u6bd4\u8f83\u5ba2\u6237\u7ed3\u679c\u3001\u8bb0\u5f55\u65b0\u4f8b\u5916\u3002\u8fd9\u4e9b\u5de5\u4f5c\u65e2\u5bf9\u7cfb\u7edf\u6709\u4ef7\u503c\uff0c\u4e5f\u8bad\u7ec3\u672a\u6765\u9700\u8981\u7684\u5224\u65ad\u3002<\/p>\n<p>OECD\u5173\u4e8eAI\u5c31\u7eea\u516c\u5171\u90e8\u95e8\u4eba\u624d\u7684\u7814\u7a76\u5f3a\u8c03\uff0c\u57f9\u8bad\u5e94\u4e0e\u5de5\u4f5c\u60c5\u5883\u7ed3\u5408\uff0c\u5e76\u901a\u8fc7\u5b9e\u8df5\u3001\u5f15\u5bfc\u548c\u5b66\u4e60\u73af\u5883\u652f\u6301\u957f\u671f\u6548\u679c\u3002<a href=\"https:\/\/www.oecd.org\/en\/publications\/building-an-ai-ready-public-workforce_b89244c7-en\/full-report.html\" target=\"_blank\" rel=\"noopener\">OECD\uff1aBuilding an AI-ready public workforce<\/a><\/p>\n<p>\u5982\u679c\u7ec4\u7ec7\u53ea\u63d0\u4f9b\u4e00\u6b21\u901a\u7528AI\u8bfe\u7a0b\uff0c\u5374\u628a\u65e5\u5e38\u5b66\u4e60\u673a\u4f1a\u5168\u90e8\u81ea\u52a8\u5316\uff0c\u57f9\u8bad\u8bc1\u4e66\u65e0\u6cd5\u66ff\u4ee3\u7ecf\u9a8c\u5f62\u6210\u3002<\/p>\n<h2>\u5b66\u4e60\u6210\u672c\u4e0d\u80fd\u5168\u90e8\u63a8\u7ed9\u5458\u5de5<\/h2>\n<p>\u5f53\u7ec4\u7ec7\u8981\u6c42\u5458\u5de5\u63d0\u9ad8AI\u4ea7\u91cf\uff0c\u5374\u8ba9\u4ed6\u4eec\u5728\u79c1\u4eba\u65f6\u95f4\u5b66\u4e60\u65b0\u5de5\u5177\u3001\u6838\u67e5\u9519\u8bef\u548c\u4fdd\u6301\u4e13\u4e1a\u80fd\u529b\uff0c\u6240\u8c13\u6548\u7387\u6536\u76ca\u90e8\u5206\u6765\u81ea\u8f6c\u79fb\u6210\u672c\u3002\u5458\u5de5\u9700\u8981\u83b7\u5f97\u6b63\u5f0f\u8bad\u7ec3\u65f6\u95f4\u3001\u5bfc\u5e08\u652f\u6301\u548c\u53ef\u5b89\u5168\u8bd5\u9519\u7684\u73af\u5883\u3002<\/p>\n<p>\u7ba1\u7406\u8005\u8fd8\u5e94\u8bb0\u5f55\u4e0d\u540c\u7fa4\u4f53\u80fd\u5426\u5e73\u7b49\u83b7\u5f97\u8fd9\u4e9b\u673a\u4f1a\u3002\u8d44\u6df1\u5458\u5de5\u53ef\u80fd\u6709\u6743\u9009\u62e9\u590d\u6742\u4efb\u52a1\uff0c\u65b0\u4eba\u5374\u88ab\u56fa\u5b9a\u5728\u5ba1\u6838AI\u8349\u7a3f\u7684\u72ed\u7a84\u5c97\u4f4d\uff1b\u5408\u540c\u5de5\u548c\u517c\u804c\u4eba\u5458\u53ef\u80fd\u53ea\u80fd\u63a5\u89e6\u5de5\u5177\uff0c\u5374\u4e0d\u80fd\u8fdb\u5165\u5f62\u6210\u5224\u65ad\u7684\u4f1a\u8bae\u3002\u5982\u679c\u6210\u957f\u8def\u5f84\u5206\u914d\u4e0d\u5747\uff0cAI\u4f1a\u6269\u5927\u7ec4\u7ec7\u5185\u90e8\u7684\u80fd\u529b\u5dee\u8ddd\u3002<\/p>\n<p>\u57f9\u8bad\u6307\u6807\u4e5f\u5e94\u4ece\u201c\u5b8c\u6210\u8bfe\u7a0b\u201d\u8f6c\u5411\u80fd\u529b\u8bc1\u636e\uff1a\u80fd\u5426\u89e3\u91ca\u4e00\u6b21\u5efa\u8bae\u3001\u53d1\u73b0\u4e00\u9879\u9519\u8bef\u3001\u72ec\u7acb\u5904\u7406\u4f8b\u5916\u5e76\u6b63\u786e\u5347\u7ea7\u3002\u5b66\u4e60\u662fAI\u8fd0\u884c\u6210\u672c\u7684\u4e00\u90e8\u5206\uff0c\u4e0d\u662f\u5458\u5de5\u4e3a\u4fdd\u4f4f\u5de5\u4f5c\u81ea\u884c\u627f\u62c5\u7684\u9644\u52a0\u4e49\u52a1\u3002<\/p>\n<p>\u8fd9\u8981\u6c42\u7ec4\u7ec7\u628a\u5b66\u4e60\u80fd\u529b\u5f53\u4f5c\u9700\u8981\u8861\u91cf\u7684\u4ea7\u51fa\u3002\u9664\u4e86\u901f\u5ea6\u548c\u9519\u8bef\u7387\uff0c\u8fd8\u5e94\u89c2\u5bdf\u65b0\u4eba\u80fd\u5426\u89e3\u91ca\u7ed3\u8bba\u3001\u53d1\u73b0\u6545\u610f\u690d\u5165\u7684\u5f02\u5e38\u3001\u5728\u6ca1\u6709AI\u65f6\u5b8c\u6210\u5173\u952e\u6b65\u9aa4\uff0c\u5e76\u968f\u65f6\u95f4\u627f\u62c5\u66f4\u590d\u6742\u5224\u65ad\u3002\u5982\u679c\u5373\u65f6\u4ea7\u91cf\u4e0a\u5347\u800c\u8fd9\u4e9b\u80fd\u529b\u6301\u7eed\u4e0b\u964d\uff0c\u7ec4\u7ec7\u662f\u5728\u6d88\u8d39\u8fc7\u53bb\u79ef\u7d2f\u7684\u4e13\u5bb6\u77e5\u8bc6\uff0c\u5374\u6ca1\u6709\u8865\u5145\u5b83\u3002\u77ed\u671f\u6548\u7387\u4e0d\u80fd\u6210\u4e3a\u524a\u5f31\u672a\u6765\u590d\u6838\u80fd\u529b\u7684\u7406\u7531\u3002<\/p>\n<h2>\u7ed3\u8bba\uff1aAI\u5e94\u7f29\u77ed\u65e0\u4ef7\u503c\u52b3\u52a8\uff0c\u4e0d\u5e94\u5207\u65ad\u5224\u65ad\u5f62\u6210<\/h2>\n<p>AI\u5e2e\u52a9\u65b0\u4eba\u66f4\u5feb\u8fbe\u5230\u5f53\u524d\u8d28\u91cf\u6807\u51c6\uff0c\u662f\u4e00\u9879\u771f\u5b9e\u6536\u76ca\u3002\u95ee\u9898\u4e0d\u5728\u4e8e\u65b0\u4eba\u662f\u5426\u4eb2\u624b\u5b8c\u6210\u6bcf\u4e00\u6b65\uff0c\u800c\u5728\u4e8e\u7ec4\u7ec7\u662f\u5426\u4ecd\u80fd\u57f9\u517b\u53d1\u73b0\u65b0\u95ee\u9898\u3001\u5904\u7406\u4f8b\u5916\u548c\u627f\u62c5\u76d1\u7763\u7684\u4eba\u3002<\/p>\n<p>\u56e0\u6b64\uff1a<\/p>\n<blockquote>\n<p>\u81ea\u52a8\u5316\u53ef\u4ee5\u79fb\u9664\u4e0d\u4ea7\u751f\u5b66\u4e60\u7684\u91cd\u590d\u52b3\u52a8\uff0c\u4f46\u51e1\u67d0\u4e00\u6b65\u627f\u62c5\u4e86\u5f62\u6210\u4e13\u4e1a\u5224\u65ad\u7684\u529f\u80fd\uff0c\u7ec4\u7ec7\u5c31\u5fc5\u987b\u7528\u6848\u4f8b\u3001\u89e3\u91ca\u3001\u72ec\u7acb\u7ec3\u4e60\u3001\u5bfc\u5e08\u53cd\u9988\u548c\u6e10\u8fdb\u8d23\u4efb\u66ff\u4ee3\u5b83\u3002<\/p>\n<\/blockquote>\n<p>\u8861\u91cf\u6210\u529f\u4e0d\u80fd\u53ea\u770b\u65b0\u4eba\u7b2c\u4e00\u5468\u4ea7\u51fa\u591a\u5c11\uff0c\u8fd8\u8981\u770b\u4e00\u5e74\u540e\u80fd\u5426\u5728AI\u4e0d\u786e\u5b9a\u6216\u9519\u8bef\u65f6\u4f5c\u51fa\u72ec\u7acb\u5224\u65ad\u3002\u7ec4\u7ec7\u4eca\u5929\u8282\u7701\u7684\u8bad\u7ec3\u6210\u672c\uff0c\u4e0d\u5e94\u53d8\u6210\u660e\u5929\u7f3a\u5c11\u4e13\u5bb6\u7684\u80fd\u529b\u503a\u52a1\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.nber.org\/papers\/w31161\" target=\"_blank\" rel=\"noopener\">NBER\uff1aGenerative AI at Work<\/a><\/li>\n<li><a href=\"https:\/\/www.oecd.org\/en\/publications\/ai-and-skills_f843b352-en\/full-report.html\" target=\"_blank\" rel=\"noopener\">OECD\uff1aAI and skills<\/a><\/li>\n<li><a href=\"https:\/\/www.oecd.org\/en\/publications\/oecd-skills-outlook-2025_26163cd3-en\/full-report\/widening-opportunities-by-investing-in-21st-century-skills_762bbcca.html\" target=\"_blank\" rel=\"noopener\">OECD Skills Outlook 2025<\/a><\/li>\n<li><a href=\"https:\/\/www.oecd.org\/en\/publications\/building-an-ai-ready-public-workforce_b89244c7-en\/full-report.html\" target=\"_blank\" rel=\"noopener\">OECD\uff1aBuilding an AI-ready public workforce<\/a><\/li>\n<\/ul>\n<p><strong>\u7ee7\u7eed\u9605\u8bfb\uff1a<\/strong><a href=\"https:\/\/geoffreychen.com\/zh\/category\/ai-frontiers\/after-ai-enters-the-workflow\/\">\u6d4f\u89c8\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u7cfb\u5217\u6587\u7ae0<\/a><\/p>\n<p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":17897162,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"Examines whether AI can speed new hires\u2019 work without weakening expertise, arguing organisations must separate faster output from independent 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