{"id":16741,"date":"2026-08-11T23:11:10","date_gmt":"2026-08-11T13:11:10","guid":{"rendered":"https:\/\/geoffreychen.com\/?p=16741"},"modified":"2026-08-11T23:17:49","modified_gmt":"2026-08-11T13:17:49","slug":"when-ai-takes-on-a-task","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/when-ai-takes-on-a-task\/","title":{"rendered":"AI\u771f\u6b63\u8fdb\u5165\u5de5\u4f5c\uff0c\u662f\u4ece\u56de\u7b54\u95ee\u9898\u5f00\u59cb\uff0c\u8fd8\u662f\u4ece\u627f\u62c5\u4efb\u52a1\u5f00\u59cb\uff1f"},"content":{"rendered":"<\/p>\n<p><em>\u300aAI\u8fdb\u5165\u5de5\u4f5c\u4e4b\u540e\u300b\u00b7 \u7b2c\u4e00\u5b63\u201c\u4ece\u56de\u7b54\u95ee\u9898\u5230\u53c2\u4e0e\u5de5\u4f5c\u201d\u00b7 \u7b2c\u4e00\u7bc7<\/em><\/p>\n<p>\u8bbe\u60f3\u4e00\u540d\u804c\u5458\u6b63\u5728\u51c6\u5907\u4e00\u4efd\u4f9b\u5e94\u5546\u8bc4\u4f30\u62a5\u544a\u3002\u4ed6\u53ef\u4ee5\u95eeAI\uff1a\u201c\u4e00\u5bb6\u516c\u53f8\u7684\u8d22\u52a1\u7a33\u5b9a\u6027\u901a\u5e38\u770b\u54ea\u4e9b\u6307\u6807\uff1f\u201dAI\u7ed9\u51fa\u4e00\u4efd\u6761\u7406\u6e05\u695a\u7684\u56de\u7b54\uff0c\u5217\u51fa\u73b0\u91d1\u6d41\u3001\u8d1f\u503a\u7387\u3001\u76c8\u5229\u80fd\u529b\u548c\u4ed8\u6b3e\u8bb0\u5f55\u3002\u8fd9\u5f53\u7136\u6709\u5e2e\u52a9\uff0c\u4f46AI\u8fd8\u6ca1\u6709\u771f\u6b63\u8fdb\u5165\u8fd9\u9879\u5de5\u4f5c\u3002\u5b83\u53ea\u662f\u5728\u56de\u7b54\u4e00\u4e2a\u8131\u79bb\u5177\u4f53\u60c5\u5883\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5982\u679c\u4ed6\u8fdb\u4e00\u6b65\u628a\u4e09\u5bb6\u4f9b\u5e94\u5546\u7684\u62a5\u8868\u3001\u91c7\u8d2d\u653f\u7b56\u3001\u98ce\u9669\u6807\u51c6\u548c\u62a5\u544a\u6a21\u677f\u4ea4\u7ed9AI\uff0c\u8981\u6c42\u5b83\u6bd4\u8f83\u6570\u636e\u3001\u6807\u8bb0\u7f3a\u5931\u6750\u6599\u3001\u751f\u6210\u521d\u7a3f\uff0c\u5e76\u5728\u7ed3\u8bba\u65c1\u6ce8\u660e\u8bc1\u636e\u6765\u6e90\uff0c\u60c5\u51b5\u5c31\u4e0d\u540c\u4e86\u3002AI\u4ea7\u751f\u7684\u5df2\u7ecf\u4e0d\u662f\u4e00\u822c\u77e5\u8bc6\uff0c\u800c\u662f\u51c6\u5907\u8fdb\u5165\u771f\u5b9e\u6587\u4ef6\u7684\u5de5\u4f5c\u4ea7\u7269\u3002<\/p>\n<p>\u5982\u679cAI\u8fd8\u80fd\u591f\u767b\u5f55\u91c7\u8d2d\u7cfb\u7edf\u3001\u5411\u4f9b\u5e94\u5546\u53d1\u51fa\u8865\u4ef6\u901a\u77e5\u3001\u4fee\u6539\u98ce\u9669\u72b6\u6001\u6216\u8005\u63d0\u4ea4\u5ba1\u6279\uff0c\u5b83\u8fdb\u5165\u5de5\u4f5c\u7684\u7a0b\u5ea6\u53c8\u5411\u524d\u8de8\u4e86\u4e00\u6b65\u3002\u6b64\u65f6\uff0c\u4e00\u4e2a\u9519\u8bef\u4e0d\u518d\u53ea\u662f\u804a\u5929\u7a97\u53e3\u91cc\u7684\u4e00\u53e5\u8bdd\u3002\u5b83\u53ef\u80fd\u6539\u53d8\u4e00\u4efd\u6863\u6848\u3001\u89e6\u53d1\u4e00\u6b21\u901a\u77e5\uff0c\u751a\u81f3\u5f71\u54cd\u771f\u5b9e\u4ea4\u6613\u3002<\/p>\n<p>\u8fd9\u4e09\u4e2a\u573a\u666f\u90fd\u53eb\u201c\u4f7f\u7528AI\u201d\uff0c\u5b9e\u9645\u59d4\u6258\u7a0b\u5ea6\u5374\u5b8c\u5168\u4e0d\u540c\u3002\u7b2c\u4e00\u4e2a\u573a\u666f\u628aAI\u5f53\u4f5c\u95ee\u7b54\u5de5\u5177\uff1b\u7b2c\u4e8c\u4e2a\u628a\u5b83\u653e\u8fdb\u751f\u4ea7\u6d41\u7a0b\uff1b\u7b2c\u4e09\u4e2a\u5219\u8ba9\u5b83\u53c2\u4e0e\u884c\u52a8\u3002\u8ba8\u8bbaAI\u600e\u6837\u6539\u53d8\u5de5\u4f5c\uff0c\u5982\u679c\u4e0d\u5148\u533a\u5206\u8fd9\u4e09\u79cd\u4f4d\u7f6e\uff0c\u5c31\u5f88\u5bb9\u6613\u628a\u4e00\u6b21\u7cbe\u5f69\u56de\u7b54\u8bef\u5f53\u6210\u53ef\u9760\u7684\u5de5\u4f5c\u80fd\u529b\uff0c\u4e5f\u5bb9\u6613\u628a\u201c\u80fd\u591f\u751f\u6210\u201d\u76f4\u63a5\u8bf4\u6210\u201c\u80fd\u591f\u8d1f\u8d23\u201d\u3002<\/p>\n<h2>\u56de\u7b54\u95ee\u9898\u4e0e\u5b8c\u6210\u4efb\u52a1\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b<\/h2>\n<p>\u4e00\u4e2a\u95ee\u9898\u901a\u5e38\u5728\u6536\u5230\u5408\u9002\u7b54\u6848\u65f6\u7ed3\u675f\u3002\u4e00\u9879\u4efb\u52a1\u5374\u5305\u542b\u66f4\u957f\u7684\u7ed3\u6784\uff1a\u4e3a\u4ec0\u4e48\u8981\u505a\u3001\u4f7f\u7528\u54ea\u4e9b\u6750\u6599\u3001\u9075\u5b88\u4ec0\u4e48\u89c4\u5219\u3001\u4ea7\u751f\u4ec0\u4e48\u6587\u4ef6\u3001\u600e\u6837\u5224\u65ad\u5b8c\u6210\u3001\u8c01\u6279\u51c6\u7ed3\u679c\uff0c\u4ee5\u53ca\u9519\u8bef\u53d1\u751f\u540e\u5982\u4f55\u64a4\u56de\u3002<\/p>\n<p>\u201c\u6fb3\u5927\u5229\u4e9a\u516c\u53f8\u6ce8\u518c\u9700\u8981\u54ea\u4e9b\u6750\u6599\uff1f\u201d\u662f\u4e00\u4e2a\u95ee\u9898\u3002\u201c\u6839\u636e\u7533\u8bf7\u4eba\u7684\u5b9e\u9645\u60c5\u51b5\u51c6\u5907\u516c\u53f8\u6ce8\u518c\u6750\u6599\uff0c\u5e76\u786e\u8ba4\u540d\u79f0\u3001\u80a1\u6743\u3001\u8463\u4e8b\u8d44\u683c\u548c\u7533\u62a5\u5185\u5bb9\u201d\u662f\u4e00\u9879\u4efb\u52a1\u3002\u540e\u8005\u4e0d\u4ec5\u9700\u8981\u77e5\u8bc6\uff0c\u8fd8\u9700\u8981\u6b63\u786e\u8bc6\u522b\u5f53\u4e8b\u4eba\u3001\u8bfb\u53d6\u6700\u65b0\u89c4\u5219\u3001\u5904\u7406\u7f3a\u5931\u4fe1\u606f\u3001\u4fdd\u6301\u6587\u4ef6\u4e00\u81f4\uff0c\u5e76\u660e\u786e\u8c01\u6709\u6743\u4f5c\u51fa\u6cd5\u5f8b\u58f0\u660e\u3002<\/p>\n<p>\u540c\u6837\uff0c\u201c\u600e\u6837\u5199\u4e00\u5c01\u62d2\u7edd\u6c42\u804c\u8005\u7684\u90ae\u4ef6\uff1f\u201d\u662f\u4e00\u4e2a\u95ee\u9898\u3002\u201c\u6839\u636e\u672c\u6b21\u62db\u8058\u8bb0\u5f55\u5411\u7279\u5b9a\u5019\u9009\u4eba\u53d1\u9001\u6b63\u5f0f\u901a\u77e5\u201d\u5219\u662f\u4e00\u9879\u4efb\u52a1\u3002\u90ae\u4ef6\u6587\u5b57\u53ea\u662f\u5de5\u4f5c\u94fe\u7684\u4e00\u5c0f\u90e8\u5206\u3002\u5019\u9009\u4eba\u662f\u5426\u786e\u5df2\u88ab\u6dd8\u6c70\u3001\u7406\u7531\u80fd\u5426\u516c\u5f00\u3001\u4fe1\u606f\u662f\u5426\u53d1\u7ed9\u6b63\u786e\u5bf9\u8c61\u3001\u516c\u53f8\u662f\u5426\u4fdd\u7559\u8bb0\u5f55\uff0c\u90fd\u4e0d\u53ef\u80fd\u4ec5\u7531\u4e00\u6bb5\u6d41\u7545\u8bed\u8a00\u89e3\u51b3\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u4efb\u52a1\u81f3\u5c11\u6709\u4e94\u4e2a\u95ee\u9898\u662f\u666e\u901a\u95ee\u7b54\u6ca1\u6709\u7684\uff1a<\/p>\n<ol>\n<li><strong>\u72b6\u6001<\/strong>\uff1a\u5de5\u4f5c\u8fdb\u884c\u5230\u54ea\u4e00\u6b65\uff0c\u54ea\u4e9b\u4e8b\u9879\u5df2\u7ecf\u5b8c\u6210\uff1b<\/li>\n<li><strong>\u4e0a\u4e0b\u6587<\/strong>\uff1a\u54ea\u4e9b\u4e8b\u5b9e\u3001\u89c4\u5219\u548c\u5386\u53f2\u8bb0\u5f55\u9002\u7528\u4e8e\u8fd9\u4e00\u6b21\u4efb\u52a1\uff1b<\/li>\n<li><strong>\u5de5\u5177<\/strong>\uff1a\u7cfb\u7edf\u80fd\u591f\u8bfb\u53d6\u6216\u6539\u53d8\u54ea\u4e9b\u5916\u90e8\u5bf9\u8c61\uff1b<\/li>\n<li><strong>\u5b8c\u6210\u6807\u51c6<\/strong>\uff1a\u4ec0\u4e48\u8bc1\u636e\u80fd\u591f\u8bc1\u660e\u4efb\u52a1\u6b63\u786e\u5b8c\u6210\uff1b<\/li>\n<li><strong>\u540e\u679c<\/strong>\uff1a\u7ed3\u679c\u88ab\u91c7\u7528\u4ee5\u540e\uff0c\u8c01\u53d7\u5230\u5f71\u54cd\uff0c\u8c01\u8d1f\u8d23\u7ea0\u6b63\u3002<\/li>\n<\/ol>\n<p>AI\u771f\u6b63\u8fdb\u5165\u5de5\u4f5c\uff0c\u4e0d\u662f\u56e0\u4e3a\u56de\u7b54\u53d8\u957f\uff0c\u4e5f\u4e0d\u662f\u56e0\u4e3a\u8bed\u6c14\u66f4\u50cf\u4e13\u5bb6\uff0c\u800c\u662f\u56e0\u4e3a\u5b83\u7684\u8f93\u51fa\u5f00\u59cb\u6210\u4e3a\u8fd9\u6761\u5de5\u4f5c\u94fe\u4e2d\u7684\u6b63\u5f0f\u8f93\u5165\u3002<\/p>\n<h2>\u4ece\u804a\u5929\u5de5\u5177\u5230\u5de5\u4f5c\u6d41\u53c2\u4e0e\u8005<\/h2>\n<p>\u5f53\u524d\u8ba8\u8bba\u5e38\u628a\u201c\u5de5\u4f5c\u6d41\u201d\u548c\u201cAI\u4ee3\u7406\u201d\u6df7\u5728\u4e00\u8d77\u3002\u4e8c\u8005\u9700\u8981\u533a\u5206\u3002<\/p>\n<p>\u5728\u9884\u5148\u89c4\u5b9a\u7684\u5de5\u4f5c\u6d41\u4e2d\uff0c\u7a0b\u5e8f\u6216\u4eba\u5458\u5df2\u7ecf\u51b3\u5b9a\u6b65\u9aa4\uff1a\u5148\u6536\u96c6\u6750\u6599\uff0c\u518d\u5206\u7c7b\uff0c\u518d\u751f\u6210\u521d\u7a3f\uff0c\u6700\u540e\u7531\u4eba\u6279\u51c6\u3002\u6a21\u578b\u53ef\u4ee5\u627f\u62c5\u5176\u4e2d\u4e00\u4e2a\u6216\u51e0\u4e2a\u73af\u8282\uff0c\u4f46\u8def\u7ebf\u4e3b\u8981\u7531\u5916\u90e8\u6d41\u7a0b\u89c4\u5b9a\u3002<\/p>\n<p>AI\u4ee3\u7406\u5219\u83b7\u5f97\u66f4\u5927\u7684\u8fc7\u7a0b\u9009\u62e9\u6743\u3002Anthropic\u5728\u5173\u4e8e\u53ef\u4fe1\u4ee3\u7406\u7684\u7814\u7a76\u4e2d\uff0c\u628a\u4ee3\u7406\u6982\u62ec\u4e3a\u80fd\u591f\u4e3a\u5b8c\u6210\u4efb\u52a1\u800c\u51b3\u5b9a\u81ea\u8eab\u8fc7\u7a0b\u548c\u5de5\u5177\u4f7f\u7528\u65b9\u5f0f\u7684\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u53ea\u6267\u884c\u56fa\u5b9a\u811a\u672c\u3002\u8fd9\u4e2a\u5b9a\u4e49\u7684\u91cd\u70b9\u4e0d\u662f\u5b83\u4f1a\u4e0d\u4f1a\u804a\u5929\uff0c\u800c\u662f\u5b83\u80fd\u5426\u81ea\u884c\u9009\u62e9\u4e0b\u4e00\u6b65\u884c\u52a8\u3002<a href=\"https:\/\/www.anthropic.com\/research\/trustworthy-agents\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1a\u300aTrustworthy agents in practice\u300b<\/a><\/p>\n<p>\u9009\u62e9\u6743\u8d8a\u5927\uff0c\u5de5\u4f5c\u7684\u6027\u8d28\u8d8a\u660e\u663e\u3002\u6a21\u578b\u53ef\u80fd\u5148\u641c\u7d22\u8d44\u6599\uff0c\u518d\u6253\u5f00\u6587\u4ef6\uff0c\u53d1\u73b0\u7f3a\u9879\u540e\u6539\u53d8\u8ba1\u5212\uff0c\u8c03\u7528\u53e6\u4e00\u4e2a\u5de5\u5177\uff0c\u6700\u540e\u63d0\u4ea4\u7ed3\u679c\u3002\u5b83\u4e0d\u662f\u53ea\u4ea7\u751f\u4e00\u4e2a\u7b54\u6848\uff0c\u800c\u662f\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u7ef4\u6301\u76ee\u6807\u3001\u72b6\u6001\u548c\u884c\u52a8\u94fe\u3002<\/p>\n<p>\u4f46\u201c\u66f4\u50cf\u5728\u5de5\u4f5c\u201d\u4e0d\u7b49\u4e8e\u201c\u66f4\u503c\u5f97\u4fe1\u4efb\u201d\u3002\u884c\u52a8\u6b65\u9aa4\u589e\u52a0\u4ee5\u540e\uff0c\u6bcf\u4e00\u6b65\u7684\u5c0f\u9519\u8bef\u90fd\u53ef\u80fd\u4f20\u7ed9\u4e0b\u4e00\u6b65\u3002\u641c\u7d22\u9519\u4e86\u8d44\u6599\uff0c\u540e\u9762\u7684\u5206\u6790\u4f1a\u5efa\u7acb\u5728\u9519\u8bef\u6750\u6599\u4e0a\uff1b\u8bc6\u522b\u9519\u4e86\u5ba2\u6237\uff0c\u6b63\u786e\u751f\u6210\u7684\u90ae\u4ef6\u4e5f\u4f1a\u53d1\u7ed9\u9519\u8bef\u7684\u4eba\uff1b\u6587\u4ef6\u8def\u5f84\u7406\u89e3\u9519\u8bef\uff0c\u4fee\u6539\u672c\u8eab\u518d\u7cbe\u786e\u4e5f\u53ef\u80fd\u7834\u574f\u4e0d\u5e94\u6539\u52a8\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u4ee3\u7406\u80fd\u529b\u5e26\u6765\u7684\u6838\u5fc3\u53d8\u5316\u4e0d\u662f\u201cAI\u7ec8\u4e8e\u6210\u4e3a\u540c\u4e8b\u201d\uff0c\u800c\u662f\u8f6f\u4ef6\u5f00\u59cb\u83b7\u5f97\u8fc7\u53bb\u53ea\u5c5e\u4e8e\u64cd\u4f5c\u8005\u7684\u90e8\u5206\u8fc7\u7a0b\u88c1\u91cf\u3002\u88c1\u91cf\u589e\u52a0\u65f6\uff0c\u6743\u9650\u3001\u8bb0\u5f55\u3001\u68c0\u67e5\u70b9\u548c\u505c\u6b62\u673a\u5236\u4e5f\u5fc5\u987b\u540c\u6b65\u589e\u52a0\u3002<\/p>\n<h2>\u751f\u4ea7\u7387\u7814\u7a76\u8bf4\u660e\u4e86\u4ec0\u4e48\uff0c\u53c8\u6ca1\u6709\u8bf4\u660e\u4ec0\u4e48<\/h2>\n<p>AI\u786e\u5b9e\u53ef\u4ee5\u5728\u4e00\u4e9b\u4efb\u52a1\u4e0a\u660e\u663e\u63d0\u9ad8\u6548\u7387\u3002Noy\u548cZhang\u5bf9\u53d7\u8fc7\u9ad8\u7b49\u6559\u80b2\u7684\u4e13\u4e1a\u4eba\u5458\u8fdb\u884c\u5b9e\u9a8c\uff0c\u8ba9\u53c2\u4e0e\u8005\u5b8c\u6210\u804c\u4e1a\u76f8\u5173\u7684\u4e2d\u7b49\u96be\u5ea6\u5199\u4f5c\u4efb\u52a1\u3002\u83b7\u5f97\u751f\u6210\u5f0fAI\u5e2e\u52a9\u7684\u7ec4\u5e73\u5747\u7528\u65f6\u51cf\u5c11\uff0c\u5916\u90e8\u8bc4\u5ba1\u7684\u8d28\u91cf\u8bc4\u5206\u4e5f\u6709\u6240\u63d0\u9ad8\u3002\u7814\u7a76\u540c\u65f6\u53d1\u73b0\uff0c\u5de5\u4f5c\u65f6\u95f4\u4ece\u7c97\u7565\u8d77\u8349\u8f6c\u5411\u4e86\u6784\u601d\u548c\u7f16\u8f91\u3002<a href=\"https:\/\/doi.org\/10.1126\/science.adh2586\" target=\"_blank\" rel=\"noopener\">Science\uff1a\u300aExperimental evidence on the productivity effects of generative artificial intelligence\u300b<\/a><\/p>\n<p>\u53e6\u4e00\u9879\u5bf9\u5ba2\u6237\u670d\u52a1\u4eba\u5458\u7684\u7814\u7a76\u53d1\u73b0\uff0cAI\u8f85\u52a9\u63d0\u9ad8\u4e86\u6bcf\u5c0f\u65f6\u89e3\u51b3\u95ee\u9898\u7684\u6570\u91cf\uff0c\u800c\u4e14\u5bf9\u7ecf\u9a8c\u8f83\u5c11\u7684\u4eba\u5458\u5e2e\u52a9\u66f4\u660e\u663e\u3002\u7814\u7a76\u8005\u7684\u89e3\u91ca\u4e4b\u4e00\uff0c\u662f\u7cfb\u7edf\u53ef\u4ee5\u4ece\u5927\u91cf\u65e2\u6709\u5bf9\u8bdd\u4e2d\u63d0\u53d6\u6709\u6548\u505a\u6cd5\uff0c\u518d\u5728\u5de5\u4f5c\u65f6\u63d0\u4f9b\u5efa\u8bae\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\u4e9b\u7814\u7a76\u5f88\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4eec\u8bf4\u660eAI\u5e76\u975e\u53ea\u4f1a\u5236\u9020\u6f14\u793a\u6548\u679c\u3002\u5b83\u53ef\u4ee5\u5728\u771f\u5b9e\u6216\u63a5\u8fd1\u771f\u5b9e\u7684\u5de5\u4f5c\u4efb\u52a1\u4e2d\u91cd\u65b0\u5206\u914d\u52b3\u52a8\u3002<\/p>\n<p>\u4f46\u5b83\u4eec\u4e5f\u4e0d\u80fd\u8bc1\u660e\u201cAI\u53ef\u4ee5\u5b8c\u6210\u77e5\u8bc6\u5de5\u4f5c\u201d\u3002\u5199\u4f5c\u5b9e\u9a8c\u4e2d\u7684\u4efb\u52a1\u4e0d\u8981\u6c42\u638c\u63e1\u67d0\u5bb6\u516c\u53f8\u7684\u5168\u90e8\u5386\u53f2\uff0c\u4e5f\u4e0d\u4ee5\u4e25\u683c\u4e8b\u5b9e\u6838\u67e5\u4e3a\u4e2d\u5fc3\uff1b\u5ba2\u6237\u670d\u52a1\u7cfb\u7edf\u9762\u5bf9\u7684\u4ea7\u54c1\u548c\u5e38\u89c1\u95ee\u9898\u5177\u6709\u8f83\u5f3a\u91cd\u590d\u6027\u3002\u5b9e\u9a8c\u6d4b\u91cf\u7684\u662f\u7279\u5b9a\u5de5\u5177\u5728\u7279\u5b9a\u4efb\u52a1\u3001\u7279\u5b9a\u4eba\u5458\u548c\u7279\u5b9a\u65f6\u95f4\u5185\u7684\u6548\u679c\u3002<\/p>\n<p>\u5173\u4e8e\u77e5\u8bc6\u5de5\u4f5c\u7684\u53e6\u4e00\u9879\u73b0\u573a\u5b9e\u9a8c\u63d0\u51fa\u201c\u952f\u9f7f\u72b6\u6280\u672f\u524d\u6cbf\u201d\uff1aAI\u5728\u80fd\u529b\u8303\u56f4\u5185\u7684\u4efb\u52a1\u4e0a\u53ef\u4ee5\u63d0\u9ad8\u901f\u5ea6\u548c\u8d28\u91cf\uff0c\u4f46\u5728\u770b\u4f3c\u76f8\u8fd1\u3001\u5b9e\u9645\u8d85\u51fa\u80fd\u529b\u8303\u56f4\u7684\u4efb\u52a1\u4e0a\uff0c\u4e5f\u53ef\u80fd\u4f7f\u4eba\u66f4\u5bb9\u6613\u5f97\u51fa\u9519\u8bef\u7b54\u6848\u3002<a href=\"https:\/\/www.hbs.edu\/ris\/download.aspx?name=24-013.pdf\" target=\"_blank\" rel=\"noopener\">Harvard Business School\uff1a\u300aNavigating the Jagged Technological Frontier\u300b<\/a><\/p>\n<p>\u8fd9\u63d0\u9192\u6211\u4eec\uff0cAI\u8fdb\u5165\u5de5\u4f5c\u4ee5\u540e\uff0c\u4e0d\u80fd\u53ea\u7edf\u8ba1\u751f\u6210\u4e86\u591a\u5c11\u6587\u5b57\u6216\u8282\u7701\u4e86\u591a\u5c11\u5206\u949f\u3002\u8fd8\u8981\u95ee\uff1a\u5b83\u8fdb\u5165\u7684\u662f\u54ea\u4e00\u79cd\u4efb\u52a1\uff1f\u5b8c\u6210\u6807\u51c6\u80fd\u5426\u88ab\u68c0\u67e5\uff1f\u5931\u8d25\u4f1a\u4e0d\u4f1a\u66b4\u9732\uff1f\u4eba\u5728\u4ec0\u4e48\u65f6\u70b9\u4ecd\u80fd\u53d1\u73b0\u5e76\u7ea0\u6b63\uff1f<\/p>\n<h2>\u5de5\u4f5c\u6ca1\u6709\u6d88\u5931\uff0c\u800c\u662f\u6539\u53d8\u4e86\u4f4d\u7f6e<\/h2>\n<p>\u5f53AI\u627f\u62c5\u521d\u7a3f\u3001\u5206\u7c7b\u6216\u641c\u7d22\uff0c\u4eba\u7c7b\u52b3\u52a8\u901a\u5e38\u4ece\u4e00\u4e2a\u4f4d\u7f6e\u79fb\u5230\u53e6\u4e00\u4e2a\u4f4d\u7f6e\u3002<\/p>\n<p>\u8fc7\u53bb\uff0c\u5199\u62a5\u544a\u7684\u4eba\u53ef\u80fd\u628a\u5927\u90e8\u5206\u65f6\u95f4\u7528\u5728\u6574\u7406\u53e5\u5b50\u3002\u73b0\u5728\uff0c\u7b2c\u4e00\u7a3f\u5f88\u5feb\u51fa\u73b0\uff0c\u4f46\u4ed6\u9700\u8981\u68c0\u67e5\u6750\u6599\u662f\u5426\u5b8c\u6574\u3001\u6307\u6807\u662f\u5426\u9002\u7528\u3001\u7ed3\u8bba\u662f\u5426\u88ab\u8bc1\u636e\u652f\u6301\u3002\u8fc7\u53bb\uff0c\u7a0b\u5e8f\u5458\u4eb2\u624b\u5199\u51fa\u6bcf\u4e00\u6bb5\u4ee3\u7801\uff1b\u73b0\u5728\uff0c\u4ee3\u7801\u53ef\u80fd\u7531AI\u751f\u6210\uff0c\u4f46\u9700\u6c42\u8fb9\u754c\u3001\u6d4b\u8bd5\u8bbe\u8ba1\u3001\u67b6\u6784\u4e00\u81f4\u6027\u548c\u4e0a\u7ebf\u8d23\u4efb\u4ecd\u7136\u5b58\u5728\u3002\u8fc7\u53bb\uff0c\u5ba2\u670d\u4eba\u5458\u4ece\u5934\u7ec4\u7ec7\u56de\u7b54\uff1b\u73b0\u5728\uff0c\u7cfb\u7edf\u63d0\u51fa\u5efa\u8bae\uff0c\u4f46\u7279\u6b8a\u5ba2\u6237\u3001\u653f\u7b56\u4f8b\u5916\u548c\u627f\u8bfa\u6743\u9650\u4ecd\u9700\u5224\u65ad\u3002<\/p>\n<p>\u8868\u9762\u4e0a\u770b\uff0c\u4eba\u7684\u5de5\u4f5c\u4ece\u201c\u505a\u201d\u53d8\u6210\u4e86\u201c\u68c0\u67e5\u201d\u3002\u4f46\u6709\u6548\u68c0\u67e5\u5e76\u4e0d\u6bd4\u751f\u6210\u7b80\u5355\u3002\u4e00\u4e2a\u4eba\u53ea\u6709\u5728\u7406\u89e3\u4efb\u52a1\u3001\u80fd\u591f\u83b7\u5f97\u539f\u59cb\u8bc1\u636e\u3001\u62e5\u6709\u8db3\u591f\u65f6\u95f4\u5e76\u6709\u6743\u62d2\u7edd\u7ed3\u679c\u65f6\uff0c\u624d\u771f\u6b63\u5b8c\u6210\u590d\u6838\u3002\u5982\u679c\u4ed6\u53ea\u662f\u9762\u5bf9\u5927\u91cfAI\u4ea7\u7269\u70b9\u51fb\u201c\u6279\u51c6\u201d\uff0c\u6240\u8c13\u4eba\u5de5\u76d1\u7763\u53ea\u662f\u628a\u81ea\u52a8\u5316\u7ed3\u679c\u76d6\u4e0a\u4eba\u7684\u540d\u5b57\u3002<\/p>\n<p>AI\u56e0\u6b64\u5236\u9020\u51fa\u56db\u7c7b\u8fc7\u53bb\u4e0d\u90a3\u4e48\u663e\u773c\u7684\u65b0\u5de5\u4f5c\uff1a<\/p>\n<ul>\n<li><strong>\u4efb\u52a1\u8bbe\u8ba1<\/strong>\uff1a\u628a\u6a21\u7cca\u8981\u6c42\u53d8\u6210\u8fb9\u754c\u660e\u786e\u3001\u53ef\u4ee5\u5b8c\u6210\u548c\u9a8c\u8bc1\u7684\u4efb\u52a1\uff1b<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u7ba1\u7406<\/strong>\uff1a\u51b3\u5b9a\u6a21\u578b\u5e94\u770b\u5230\u4ec0\u4e48\u3001\u4e0d\u5e94\u770b\u5230\u4ec0\u4e48\uff0c\u4ee5\u53ca\u54ea\u4e9b\u6750\u6599\u5177\u6709\u6743\u5a01\u6027\uff1b<\/li>\n<li><strong>\u7ed3\u679c\u8bc4\u4f30<\/strong>\uff1a\u7528\u6d4b\u8bd5\u3001\u8bc1\u636e\u548c\u4e13\u4e1a\u5224\u65ad\u533a\u5206\u6d41\u7545\u4e0e\u6b63\u786e\uff1b<\/li>\n<li><strong>\u8d23\u4efb\u63a7\u5236<\/strong>\uff1a\u51b3\u5b9a\u54ea\u4e9b\u884c\u52a8\u81ea\u52a8\u6267\u884c\uff0c\u54ea\u4e9b\u5fc5\u987b\u505c\u4e0b\u6765\u7b49\u5f85\u6279\u51c6\u3002<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u5de5\u4f5c\u4e0d\u4e00\u5b9a\u90fd\u7531\u540c\u4e00\u4e2a\u4eba\u5b8c\u6210\u3002\u5728\u7ec4\u7ec7\u4e2d\uff0c\u5b83\u4eec\u53ef\u80fd\u5206\u522b\u5c5e\u4e8e\u4e1a\u52a1\u4eba\u5458\u3001\u6280\u672f\u56e2\u961f\u3001\u4fe1\u606f\u5b89\u5168\u4eba\u5458\u3001\u5408\u89c4\u4eba\u5458\u548c\u7ba1\u7406\u8005\u3002\u8fd9\u6b63\u662fAI\u8fdb\u5165\u5de5\u4f5c\u540e\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u5730\u65b9\uff1a\u7528\u6237\u770b\u5230\u7684\u662f\u4e00\u4e2a\u5bf9\u8bdd\u6846\uff0c\u771f\u5b9e\u7cfb\u7edf\u5374\u662f\u4e00\u7ec4\u5206\u6563\u7684\u8bbe\u8ba1\u548c\u6388\u6743\u51b3\u5b9a\u3002<\/p>\n<h2>\u600e\u6837\u5224\u65adAI\u662f\u5426\u5df2\u7ecf\u8fdb\u5165\u4e00\u9879\u5de5\u4f5c<\/h2>\n<p>\u53ef\u4ee5\u7528\u4e09\u4e2a\u5c42\u6b21\u5224\u65ad\u3002<\/p>\n<p>\u7b2c\u4e00\u5c42\u662f<strong>\u53c2\u8003<\/strong>\u3002AI\u63d0\u4f9b\u89e3\u91ca\u3001\u4f8b\u5b50\u548c\u5efa\u8bae\uff0c\u4eba\u53ef\u4ee5\u5b8c\u5168\u4e0d\u91c7\u7528\uff0c\u6b63\u5f0f\u8bb0\u5f55\u4e5f\u4e0d\u4f1a\u81ea\u52a8\u6539\u53d8\u3002\u8fd9\u4ecd\u7136\u63a5\u8fd1\u95ee\u7b54\u5de5\u5177\u3002<\/p>\n<p>\u7b2c\u4e8c\u5c42\u662f<strong>\u751f\u4ea7<\/strong>\u3002AI\u7684\u8f93\u51fa\u6210\u4e3a\u62a5\u544a\u3001\u4ee3\u7801\u3001\u5206\u6790\u6216\u6c9f\u901a\u6750\u6599\u7684\u5019\u9009\u7248\u672c\u3002\u5b83\u5df2\u7ecf\u53c2\u4e0e\u5de5\u4f5c\uff0c\u4f46\u5fc5\u987b\u7ecf\u8fc7\u53ef\u8bc6\u522b\u7684\u9a8c\u8bc1\u548c\u6279\u51c6\u3002<\/p>\n<p>\u7b2c\u4e09\u5c42\u662f<strong>\u6267\u884c<\/strong>\u3002AI\u80fd\u591f\u8c03\u7528\u5916\u90e8\u5de5\u5177\u3001\u6539\u53d8\u6587\u4ef6\u3001\u53d1\u51fa\u4fe1\u606f\u3001\u63d0\u4ea4\u4ea4\u6613\u6216\u89e6\u53d1\u4e0b\u4e00\u6d41\u7a0b\u3002\u6b64\u65f6\u5fc5\u987b\u6709\u6700\u5c0f\u6743\u9650\u3001\u64cd\u4f5c\u65e5\u5fd7\u3001\u53ef\u9006\u6b65\u9aa4\u3001\u98ce\u9669\u5206\u7ea7\u548c\u660e\u786e\u7684\u4eba\u5de5\u68c0\u67e5\u70b9\u3002<\/p>\n<p>\u8fd9\u4e09\u4e2a\u5c42\u6b21\u4e0d\u80fd\u53ea\u7528\u6a21\u578b\u540d\u79f0\u533a\u5206\u3002\u540c\u4e00\u4e2a\u6a21\u578b\u5728\u4e00\u4e2a\u573a\u666f\u91cc\u53ef\u80fd\u53ea\u662f\u53c2\u8003\u5de5\u5177\uff0c\u5728\u53e6\u4e00\u4e2a\u573a\u666f\u91cc\u5374\u62e5\u6709\u53d1\u9001\u90ae\u4ef6\u6216\u4fee\u6539\u6570\u636e\u5e93\u7684\u6743\u9650\u3002\u51b3\u5b9a\u98ce\u9669\u7684\u4e0d\u662f\u6a21\u578b\u542c\u8d77\u6765\u591a\u806a\u660e\uff0c\u800c\u662f\u5b83\u5728\u5177\u4f53\u7cfb\u7edf\u4e2d\u7684\u4f4d\u7f6e\u3002<\/p>\n<p>\u7f8e\u56fd\u56fd\u5bb6\u6807\u51c6\u4e0e\u6280\u672f\u7814\u7a76\u9662\u7684\u751f\u6210\u5f0fAI\u98ce\u9669\u7ba1\u7406\u6846\u67b6\u540c\u6837\u628a\u98ce\u9669\u653e\u5728\u5b8c\u6574\u751f\u547d\u5468\u671f\u4e2d\u5904\u7406\uff0c\u8981\u6c42\u7ec4\u7ec7\u8bc6\u522b\u4f7f\u7528\u60c5\u5883\u3001\u6d4b\u91cf\u98ce\u9669\u5e76\u6301\u7eed\u6cbb\u7406\uff0c\u800c\u4e0d\u662f\u53ea\u6d4b\u8bd5\u6a21\u578b\u7684\u4e00\u6b21\u56de\u7b54\u3002<a href=\"https:\/\/www.nist.gov\/publications\/artificial-intelligence-risk-management-framework-generative-artificial-intelligence\" target=\"_blank\" rel=\"noopener\">NIST\uff1a\u300aArtificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile\u300b<\/a><\/p>\n<h2>\u7ed3\u8bba\uff1a\u8fdb\u5165\u5de5\u4f5c\u7684\u6807\u5fd7\uff0c\u662f\u4ea7\u7269\u83b7\u5f97\u4e86\u5236\u5ea6\u4f4d\u7f6e<\/h2>\n<p>AI\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\u65f6\uff0c\u5b83\u5411\u4eba\u63d0\u4f9b\u4e86\u53ef\u80fd\u6709\u7528\u7684\u8bed\u8a00\u3002AI\u627f\u62c5\u4e00\u9879\u4efb\u52a1\u65f6\uff0c\u5b83\u83b7\u5f97\u4e86\u76ee\u6807\u3001\u6750\u6599\u3001\u6b65\u9aa4\u3001\u5de5\u5177\u6216\u6743\u9650\uff0c\u5e76\u4ea7\u751f\u51c6\u5907\u8fdb\u5165\u771f\u5b9e\u6d41\u7a0b\u7684\u7ed3\u679c\u3002\u4e24\u8005\u4e4b\u95f4\u7684\u5206\u754c\uff0c\u4e0d\u662f\u56de\u7b54\u7684\u957f\u5ea6\uff0c\u4e5f\u4e0d\u662f\u6a21\u578b\u662f\u5426\u4f7f\u7528\u4e86\u201c\u63a8\u7406\u201d\u6216\u201c\u4ee3\u7406\u201d\u8fd9\u6837\u7684\u540d\u79f0\u3002<\/p>\n<p>\u771f\u6b63\u7684\u5206\u754c\u662f\uff1a<\/p>\n<blockquote>\n<p>AI\u7684\u8f93\u51fa\u662f\u5426\u5df2\u7ecf\u6210\u4e3a\u5de5\u4f5c\u7cfb\u7edf\u627f\u8ba4\u7684\u4e2d\u95f4\u4ea7\u7269\uff0c\u6216\u8005\u5b83\u7684\u884c\u52a8\u662f\u5426\u80fd\u591f\u6539\u53d8\u7cfb\u7edf\u4e2d\u7684\u771f\u5b9e\u72b6\u6001\u3002<\/p>\n<\/blockquote>\n<p>\u4e00\u65e6\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u7ec4\u7ec7\u5c31\u4e0d\u80fd\u7ee7\u7eed\u6309\u7167\u666e\u901a\u804a\u5929\u5de5\u5177\u7ba1\u7406\u5b83\u3002\u4efb\u52a1\u5fc5\u987b\u6709\u8fb9\u754c\uff0c\u4e0a\u4e0b\u6587\u5fc5\u987b\u6709\u6765\u6e90\uff0c\u5b8c\u6210\u5fc5\u987b\u6709\u8bc1\u636e\uff0c\u884c\u52a8\u5fc5\u987b\u6709\u6743\u9650\uff0c\u9519\u8bef\u5fc5\u987b\u53ef\u4ee5\u505c\u6b62\u548c\u64a4\u56de\uff0c\u6700\u540e\u8fd8\u5fc5\u987b\u6709\u4eba\u627f\u62c5\u91c7\u7528\u7ed3\u679c\u7684\u8d23\u4efb\u3002<\/p>\n<p>AI\u8fdb\u5165\u5de5\u4f5c\u5e76\u4e0d\u610f\u5473\u7740\u5b83\u6210\u4e3a\u4e86\u6cd5\u5f8b\u6216\u9053\u5fb7\u610f\u4e49\u4e0a\u7684\u5de5\u4f5c\u8005\u3002\u662f\u4eba\u548c\u7ec4\u7ec7\u628a\u90e8\u5206\u5de5\u4f5c\u529f\u80fd\u59d4\u6258\u7ed9\u4e86\u6a21\u578b\u4e0e\u8f6f\u4ef6\u3002AI\u8d8a\u80fd\u72ec\u7acb\u5b8c\u6210\u6b65\u9aa4\uff0c\u59d4\u6258\u8005\u8d8a\u4e0d\u80fd\u53ea\u95ee\u201c\u5b83\u80fd\u4e0d\u80fd\u505a\u201d\uff0c\u800c\u5fc5\u987b\u8fdb\u4e00\u6b65\u56de\u7b54\uff1a\u201c\u6211\u4eec\u600e\u6837\u77e5\u9053\u5b83\u5df2\u7ecf\u505a\u5bf9\uff0c\u4ee5\u53ca\u505a\u9519\u4ee5\u540e\u8c01\u6765\u5904\u7406\uff1f\u201d<\/p>\n<p>\u8fd9\u662f\u4ece\u56de\u7b54\u95ee\u9898\u5230\u53c2\u4e0e\u5de5\u4f5c\u7684\u771f\u6b63\u95e8\u69db\uff0c\u4e5f\u662f\u672c\u7cfb\u5217\u63a5\u4e0b\u6765\u6240\u6709\u6587\u7ae0\u7684\u51fa\u53d1\u70b9\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.nist.gov\/publications\/artificial-intelligence-risk-management-framework-generative-artificial-intelligence\" target=\"_blank\" rel=\"noopener\">NIST\uff1aArtificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile<\/a><\/li>\n<li><a href=\"https:\/\/www.anthropic.com\/research\/trustworthy-agents\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1aTrustworthy agents in practice<\/a><\/li>\n<li><a href=\"https:\/\/doi.org\/10.1126\/science.adh2586\" target=\"_blank\" rel=\"noopener\">Shakked Noy and Whitney Zhang\uff1aExperimental evidence on the productivity effects of generative artificial intelligence<\/a><\/li>\n<li><a href=\"https:\/\/www.nber.org\/papers\/w31161\" target=\"_blank\" rel=\"noopener\">Erik Brynjolfsson, Danielle Li and Lindsey Raymond\uff1aGenerative AI at Work<\/a><\/li>\n<li><a href=\"https:\/\/www.hbs.edu\/ris\/download.aspx?name=24-013.pdf\" target=\"_blank\" rel=\"noopener\">Harvard Business School\uff1aNavigating the Jagged Technological Frontier<\/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":"closed","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":"Distinguishes answering questions from completing tasks: AI enters work only when its outputs gain recognised status in workflows, with testable completion and accountable action.","_geoff_meta_description_zh":"\u6587\u7ae0\u533a\u5206\u56de\u7b54\u95ee\u9898\u4e0e\u5b8c\u6210\u4efb\u52a1\uff0c\u8ba4\u4e3aAI\u8fdb\u5165\u5de5\u4f5c\u4ee5\u5176\u8f93\u51fa\u6210\u4e3a\u5de5\u4f5c\u94fe\u88ab\u8ba4\u53ef\u7684\u4ea7\u7269\u4e3a\u6807\u5fd7\uff0c\u800c\u975e\u56de\u7b54\u66f4\u957f\u6216\u66f4\u50cf\u4e13\u5bb6\u3002","_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[787296333],"tags":[787296336,787296337,787296341,787296338,787296339,787296340,787296334,787296335],"class_list":["post-16741","post","type-post","status-publish","format-standard","hentry","category-after-ai-enters-the-workflow","tag-after-ai-enters-the-workflow","tag-ai-task-delegation","tag-ai-workflows","tag-after-ai-enters-the-workflow-zh","tag-ai-workflows-zh","tag-ai-task-delegation-zh","tag-from-answering-questions-to-participating-in-work","tag-from-answering-questions-to-participating-in-work-zh",""],"translatepress_titles":{"en_AU":"Does AI Enter Work When It Answers a Question\u2014or When It Takes on a Task?","zh_CN":"AI\u771f\u6b63\u8fdb\u5165\u5de5\u4f5c\uff0c\u662f\u4ece\u56de\u7b54\u95ee\u9898\u5f00\u59cb\uff0c\u8fd8\u662f\u4ece\u627f\u62c5\u4efb\u52a1\u5f00\u59cb\uff1f"},"jetpack_publicize_connections":[],"jetpack_likes_enabled":false,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1ar9H-4m1","jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16741","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/users\/17897162"}],"replies":[{"embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/comments?post=16741"}],"version-history":[{"count":2,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16741\/revisions"}],"predecessor-version":[{"id":16766,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16741\/revisions\/16766"}],"wp:attachment":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/media?parent=16741"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/categories?post=16741"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/tags?post=16741"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}