{"id":16747,"date":"2026-08-11T23:11:10","date_gmt":"2026-08-11T13:11:10","guid":{"rendered":"https:\/\/geoffreychen.com\/?p=16747"},"modified":"2026-08-11T23:18:25","modified_gmt":"2026-08-11T13:18:25","slug":"what-programmers-remain-responsible-for","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/what-programmers-remain-responsible-for\/","title":{"rendered":"AI\u5199\u51fa\u4ee3\u7801\u4ee5\u540e\uff0c\u7a0b\u5e8f\u5458\u7a76\u7adf\u8fd8\u5bf9\u4ec0\u4e48\u8d1f\u8d23\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\u4e03\u7bc7<\/em><\/p>\n<p>\u4e00\u540d\u7a0b\u5e8f\u5458\u8ba9AI\u4e3a\u7f51\u7ad9\u589e\u52a0\u6587\u4ef6\u4e0a\u4f20\u529f\u80fd\u3002AI\u9605\u8bfb\u9879\u76ee\uff0c\u521b\u5efa\u63a5\u53e3\u3001\u524d\u7aef\u7ec4\u4ef6\u548c\u6d4b\u8bd5\uff0c\u51e0\u5206\u949f\u540e\u663e\u793a\u4efb\u52a1\u5b8c\u6210\u3002\u9875\u9762\u53ef\u4ee5\u9009\u62e9\u6587\u4ef6\uff0c\u6d4b\u8bd5\u4e5f\u5168\u90e8\u901a\u8fc7\u3002<\/p>\n<p>\u4ee3\u7801\u770b\u8d77\u6765\u6ca1\u6709\u95ee\u9898\u3002\u4f46\u4e0a\u7ebf\u524d\uff0c\u53e6\u4e00\u540d\u5de5\u7a0b\u5e08\u95ee\u4e86\u51e0\u4e2a\u95ee\u9898\uff1a\u6587\u4ef6\u5927\u5c0f\u662f\u5426\u6709\u9650\u5236\uff1f\u6076\u610f\u6587\u4ef6\u600e\u6837\u5904\u7406\uff1f\u4e0a\u4f20\u5bf9\u8c61\u662f\u5426\u9694\u79bb\uff1f\u5931\u8d25\u65f6\u662f\u5426\u7559\u4e0b\u534a\u5b8c\u6210\u8bb0\u5f55\uff1f\u73b0\u6709\u5907\u4efd\u548c\u9690\u79c1\u653f\u7b56\u662f\u5426\u8986\u76d6\u65b0\u6570\u636e\uff1f<\/p>\n<p>\u8fd9\u4e9b\u95ee\u9898\u6ca1\u6709\u5199\u5728\u6700\u521d\u6307\u4ee4\u91cc\u3002AI\u5b8c\u6210\u4e86\u88ab\u63cf\u8ff0\u7684\u529f\u80fd\uff0c\u5374\u6ca1\u6709\u81ea\u52a8\u83b7\u5f97\u6574\u4e2a\u4ea7\u54c1\u7684\u5b89\u5168\u8fb9\u754c\u3001\u8fd0\u7ef4\u73af\u5883\u548c\u6cd5\u5f8b\u8981\u6c42\u3002<\/p>\n<p>\u5982\u679c\u7a0b\u5e8f\u5458\u8bf4\u201c\u4ee3\u7801\u4e0d\u662f\u6211\u5199\u7684\uff0c\u662fAI\u751f\u6210\u7684\u201d\uff0c\u8fd9\u5e76\u4e0d\u80fd\u6539\u53d8\u7cfb\u7edf\u5df2\u7ecf\u7531\u56e2\u961f\u90e8\u7f72\u7684\u4e8b\u5b9e\u3002\u7528\u6237\u4e0d\u4f1a\u56e0\u4e3a\u6f0f\u6d1e\u6765\u81ea\u751f\u6210\u6a21\u578b\u5c31\u5c11\u53d7\u635f\u5931\uff0c\u7ec4\u7ec7\u4e5f\u4e0d\u80fd\u628a\u7ef4\u62a4\u8d23\u4efb\u4ea4\u7ed9\u4e00\u4e2a\u65e0\u6cd5\u63a5\u6536\u4e8b\u6545\u901a\u77e5\u3001\u53c2\u52a0\u590d\u76d8\u6216\u4fee\u590d\u751f\u4ea7\u73af\u5883\u7684\u6a21\u578b\u3002<\/p>\n<p>AI\u5199\u51fa\u4ee3\u7801\u4ee5\u540e\uff0c\u7a0b\u5e8f\u5458\u8d1f\u8d23\u7684\u5bf9\u8c61\u6b63\u5728\u6539\u53d8\uff1a\u4e0d\u518d\u53ea\u662f\u6bcf\u4e00\u884c\u5b57\u7b26\u4ece\u54ea\u91cc\u6765\uff0c\u800c\u662f\u9700\u6c42\u662f\u5426\u5b8c\u6574\u3001\u751f\u6210\u7ed3\u679c\u662f\u5426\u9002\u5408\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u4ee5\u53ca\u8c01\u6388\u6743\u4ee3\u7801\u8fdb\u5165\u771f\u5b9e\u73af\u5883\u3002<\/p>\n<h2>AI\u7f16\u7801\u7684\u751f\u4ea7\u7387\u6ca1\u6709\u4e00\u4e2a\u7edf\u4e00\u7b54\u6848<\/h2>\n<p>\u5173\u4e8eAI\u662f\u5426\u8ba9\u7a0b\u5e8f\u5458\u66f4\u5feb\uff0c\u76ee\u524d\u7814\u7a76\u7ed9\u51fa\u7684\u4e0d\u662f\u7b80\u5355\u7684\u201c\u662f\u201d\u6216\u201c\u5426\u201d\uff0c\u800c\u662f\u4e00\u5e45\u968f\u4efb\u52a1\u3001\u7ecf\u9a8c\u3001\u5de5\u5177\u548c\u65f6\u95f4\u53d8\u5316\u7684\u56fe\u666f\u3002<\/p>\n<p>\u65e9\u671f\u4e00\u9879\u53d7\u63a7\u5b9e\u9a8c\u8ba9\u5f00\u53d1\u8005\u5b9e\u73b0\u4e00\u4e2aJavaScript HTTP\u670d\u52a1\u5668\u3002\u53ef\u4ee5\u4f7f\u7528GitHub Copilot\u7684\u53c2\u4e0e\u8005\u5e73\u5747\u66f4\u5feb\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u4e2a\u5b9e\u9a8c\u8bf4\u660e\uff0cAI\u8f85\u52a9\u5728\u8fb9\u754c\u6e05\u695a\u3001\u89c4\u6a21\u8f83\u5c0f\u7684\u7f16\u7801\u4efb\u52a1\u4e0a\u53ef\u4ee5\u5e26\u6765\u663e\u8457\u901f\u5ea6\u6536\u76ca\u3002<a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/the-impact-of-ai-on-developer-productivity-evidence-from-github-copilot\/\" target=\"_blank\" rel=\"noopener\">Microsoft Research\uff1a\u300aThe Impact of AI on Developer Productivity\u300b<\/a><\/p>\n<p>\u540e\u6765\u9488\u5bf9Microsoft\u3001Accenture\u548c\u4e00\u5bb6\u5927\u578b\u4f01\u4e1a\u5f00\u53d1\u8005\u7684\u4e09\u9879\u73b0\u573a\u5b9e\u9a8c\uff0c\u4e5f\u89c2\u5bdf\u5230AI\u4ee3\u7801\u5efa\u8bae\u5de5\u5177\u5bf9\u90e8\u5206\u5f00\u53d1\u5de5\u4f5c\u7684\u751f\u4ea7\u7387\u63d0\u5347\u3002\u4e0d\u8fc7\uff0c\u8fd9\u4e9b\u7814\u7a76\u7684\u5de5\u5177\u3001\u6307\u6807\u548c\u4f01\u4e1a\u60c5\u5883\u90fd\u6709\u5177\u4f53\u8303\u56f4\uff0c\u4e0d\u80fd\u76f4\u63a5\u63a8\u5bfc\u51fa\u6240\u6709\u56e2\u961f\u90fd\u83b7\u5f97\u76f8\u540c\u6bd4\u4f8b\u7684\u6536\u76ca\u3002<a href=\"https:\/\/pubsonline.informs.org\/doi\/abs\/10.1287\/mnsc.2025.00535\" target=\"_blank\" rel=\"noopener\">Management Science\uff1a\u300aThe Effects of Generative AI on High-Skilled Work\u300b<\/a><\/p>\n<p>METR\u57282025\u5e74\u8fdb\u884c\u7684\u4e00\u9879\u968f\u673a\u5b9e\u9a8c\u5219\u5f97\u5230\u4e0d\u540c\u7ed3\u679c\uff1a16\u540d\u719f\u6089\u6210\u719f\u5f00\u6e90\u9879\u76ee\u7684\u8d44\u6df1\u5f00\u53d1\u8005\u5b8c\u6210246\u9879\u771f\u5b9e\u4efb\u52a1\uff0c\u5728\u5f53\u65f6\u7684\u5de5\u5177\u6761\u4ef6\u4e0b\uff0c\u5141\u8bb8\u4f7f\u7528AI\u7684\u4efb\u52a1\u5e73\u5747\u8017\u65f6\u53cd\u800c\u66f4\u957f\u3002\u7814\u7a76\u7684\u91cd\u8981\u610f\u4e49\u4e0d\u662f\u8bc1\u660eAI\u7f16\u7801\u65e0\u6548\uff0c\u800c\u662f\u663e\u793a\u5728\u590d\u6742\u3001\u65e2\u6709\u4ee3\u7801\u5e93\u548c\u9ad8\u4e0a\u4e0b\u6587\u4efb\u52a1\u4e2d\uff0c\u751f\u6210\u5efa\u8bae\u3001\u7b49\u5f85\u6a21\u578b\u3001\u7ea0\u6b63\u504f\u5dee\u548c\u5ba1\u67e5\u4ee3\u7801\u672c\u8eab\u53ef\u80fd\u4ea7\u751f\u6210\u672c\u3002<a href=\"https:\/\/arxiv.org\/abs\/2507.09089\" target=\"_blank\" rel=\"noopener\">METR\uff1a\u300aMeasuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity\u300b<\/a><\/p>\n<p>\u5230\u4e862026\u5e74\uff0cMETR\u8bf4\u660e\u540e\u7eed\u5b9e\u9a8c\u53d7\u5230\u4e25\u91cd\u9009\u62e9\u6548\u5e94\u5f71\u54cd\uff1a\u8d8a\u6765\u8d8a\u591a\u5f00\u53d1\u8005\u4e0d\u613f\u63a5\u53d7\u201c\u7981\u6b62\u4f7f\u7528AI\u201d\u7684\u4efb\u52a1\uff0c\u4e00\u4e9b\u4eba\u4e5f\u4f1a\u907f\u5f00\u4e0d\u5e0c\u671b\u5728\u65e0AI\u6761\u4ef6\u4e0b\u5b8c\u6210\u7684\u4efb\u52a1\u3002\u8be5\u673a\u6784\u8ba4\u4e3a\u65b0\u5de5\u5177\u5f88\u53ef\u80fd\u5df2\u7ecf\u5e26\u6765\u66f4\u5927\u52a0\u901f\uff0c\u4f46\u8ba4\u4e3a\u73b0\u6709\u6570\u636e\u4e0d\u8db3\u4ee5\u7ed9\u51fa\u53ef\u9760\u7684\u7edf\u4e00\u6570\u503c\u3002<a href=\"https:\/\/metr.org\/blog\/2026-02-24-uplift-update\/\" target=\"_blank\" rel=\"noopener\">METR\uff1a\u300aWe are Changing our Developer Productivity Experiment Design\u300b<\/a><\/p>\n<p>\u8fd9\u7ec4\u53d8\u5316\u672c\u8eab\u5c31\u662f\u91cd\u8981\u7ed3\u8bba\uff1aAI\u7f16\u7801\u80fd\u529b\u548c\u4f7f\u7528\u65b9\u5f0f\u6b63\u5728\u5feb\u901f\u53d8\u5316\uff0c\u800c\u201c\u7a0b\u5e8f\u5458\u662f\u5426\u66f4\u5feb\u201d\u8fd8\u53d6\u51b3\u4e8e\u4eba\u662f\u5426\u6539\u53d8\u4e86\u4efb\u52a1\u9009\u62e9\u3001\u662f\u5426\u5e76\u884c\u4f7f\u7528\u4ee3\u7406\uff0c\u4ee5\u53ca\u751f\u4ea7\u7387\u7a76\u7adf\u6309\u5b8c\u6210\u65f6\u95f4\u3001\u4ee3\u7801\u6570\u91cf\u3001\u529f\u80fd\u4ef7\u503c\u8fd8\u662f\u957f\u671f\u7ef4\u62a4\u6210\u672c\u8ba1\u7b97\u3002<\/p>\n<h2>\u5199\u4ee3\u7801\u53ea\u662f\u8f6f\u4ef6\u5de5\u4f5c\u7684\u4e00\u4e2a\u73af\u8282<\/h2>\n<p>\u628a\u8f6f\u4ef6\u5f00\u53d1\u7b49\u540c\u4e8e\u8f93\u5165\u4ee3\u7801\uff0c\u4f1a\u81ea\u7136\u5f97\u51fa\u201cAI\u5199\u5f97\u8d8a\u591a\uff0c\u7a0b\u5e8f\u5458\u8d8a\u4e0d\u91cd\u8981\u201d\u7684\u7ed3\u8bba\u3002\u4f46\u4e00\u4e2a\u8f6f\u4ef6\u529f\u80fd\u4ece\u9700\u8981\u5230\u4e0a\u7ebf\uff0c\u901a\u5e38\u5305\u542b\uff1a<\/p>\n<ul>\n<li>\u7406\u89e3\u7528\u6237\u548c\u4e1a\u52a1\u95ee\u9898\uff1b<\/li>\n<li>\u8bc6\u522b\u9690\u542b\u7ea6\u675f\u4e0e\u4f8b\u5916\uff1b<\/li>\n<li>\u9009\u62e9\u67b6\u6784\u548c\u6570\u636e\u7ed3\u6784\uff1b<\/li>\n<li>\u7f16\u5199\u6216\u751f\u6210\u5b9e\u73b0\uff1b<\/li>\n<li>\u8bbe\u8ba1\u6d4b\u8bd5\u4e0e\u5b89\u5168\u63a7\u5236\uff1b<\/li>\n<li>\u8bc4\u5ba1\u53d8\u66f4\u5e76\u4e0e\u65e7\u7cfb\u7edf\u96c6\u6210\uff1b<\/li>\n<li>\u90e8\u7f72\u3001\u76d1\u63a7\u3001\u56de\u6eda\u548c\u7ef4\u62a4\uff1b<\/li>\n<li>\u5728\u4e8b\u6545\u53d1\u751f\u540e\u8ffd\u8e2a\u539f\u56e0\u5e76\u4fee\u590d\u3002<\/li>\n<\/ul>\n<p>AI\u6700\u5148\u663e\u8457\u964d\u4f4e\u7684\u662f\u5b9e\u73b0\u4e0e\u641c\u7d22\u6210\u672c\u3002\u5b83\u53ef\u4ee5\u751f\u6210\u91cd\u590d\u4ee3\u7801\u3001\u89e3\u91ca\u964c\u751f\u5e93\u3001\u521b\u5efa\u6d4b\u8bd5\u3001\u5bfb\u627e\u8c03\u7528\u4f4d\u7f6e\uff0c\u5e76\u5728\u591a\u4e2a\u6587\u4ef6\u4e2d\u5b9e\u65bd\u4fee\u6539\u3002\u968f\u7740\u4ee3\u7406\u80fd\u529b\u589e\u5f3a\uff0c\u5b83\u4e5f\u80fd\u6267\u884c\u6d4b\u8bd5\u3001\u8bfb\u53d6\u7ed3\u679c\u5e76\u53cd\u590d\u4fee\u6b63\u3002<\/p>\n<p>\u4f46\u5b9e\u73b0\u901f\u5ea6\u63d0\u9ad8\u4ee5\u540e\uff0c\u5176\u4ed6\u73af\u8282\u4e0d\u4f1a\u81ea\u52a8\u6d88\u5931\u3002\u76f8\u53cd\uff0c\u4ee3\u7801\u6570\u91cf\u589e\u52a0\u4f1a\u628a\u538b\u529b\u63a8\u5411\u8bc4\u5ba1\u3001\u6d4b\u8bd5\u3001\u96c6\u6210\u548c\u7ef4\u62a4\u3002\u8fc7\u53bb\u7a0b\u5e8f\u5458\u5728\u4eb2\u624b\u7f16\u5199\u65f6\u9010\u6e10\u5f62\u6210\u5bf9\u5b9e\u73b0\u7684\u7406\u89e3\uff1b\u73b0\u5728\u4ed6\u53ef\u80fd\u76f4\u63a5\u6536\u5230\u6570\u767e\u884c\u770b\u4f3c\u5408\u7406\u7684\u53d8\u66f4\uff0c\u9700\u8981\u5728\u8f83\u77ed\u65f6\u95f4\u5185\u91cd\u5efa\u8fd9\u79cd\u7406\u89e3\u3002<\/p>\n<p>\u771f\u6b63\u7684\u95ee\u9898\u4e0d\u518d\u662f\u201cAI\u80fd\u5199\u591a\u5c11\u4ee3\u7801\u201d\uff0c\u800c\u662f\u56e2\u961f\u80fd\u5426\u7406\u89e3\u3001\u9a8c\u8bc1\u5e76\u957f\u671f\u62e5\u6709\u8fd9\u4e9b\u4ee3\u7801\u3002<\/p>\n<h2>\u4e13\u4e1a\u77e5\u8bc6\u6ca1\u6709\u6d88\u5931\uff0c\u800c\u662f\u8f6c\u5411\u5f15\u5bfc\u4e0e\u5224\u65ad<\/h2>\n<p>Anthropic\u57282026\u5e74\u5bf9\u7ea640\u4e07\u6b21\u4ea4\u4e92\u5f0f\u7f16\u7801\u4f1a\u8bdd\u8fdb\u884c\u9690\u79c1\u4fdd\u62a4\u5206\u6790\uff0c\u62a5\u544a\u79f0\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u4f1a\u663e\u8457\u653e\u5927\u4f7f\u7528\u7f16\u7801\u4ee3\u7406\u7684\u6548\u679c\u3002\u7814\u7a76\u8005\u53d1\u73b0\uff0c\u6709\u6548\u5f15\u5bfc\u7cfb\u7edf\u66f4\u4f9d\u8d56\u5bf9\u95ee\u9898\u9886\u57df\u7684\u638c\u63e1\uff0c\u800c\u4e0d\u4ec5\u662f\u8f93\u5165\u4ee3\u7801\u7684\u719f\u7ec3\u7a0b\u5ea6\u3002<a href=\"https:\/\/www.anthropic.com\/research\/claude-code-expertise\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1a\u300aHow Claude Code is used in practice\u300b<\/a><\/p>\n<p>\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u8bed\u6cd5\u548c\u7f16\u7a0b\u77e5\u8bc6\u4e0d\u518d\u91cd\u8981\u3002\u6070\u6070\u76f8\u53cd\uff0c\u7a0b\u5e8f\u5458\u9700\u8981\u77e5\u9053\u54ea\u4e9b\u5efa\u8bae\u4e0d\u7b26\u5408\u8bed\u8a00\u3001\u6846\u67b6\u548c\u9879\u76ee\u7ea6\u5b9a\uff0c\u624d\u80fd\u53ca\u65f6\u7ea0\u6b63\u3002\u53ea\u662f\u80fd\u529b\u91cd\u5fc3\u5f00\u59cb\u4e0a\u79fb\uff1a\u4ece\u9010\u884c\u4ea7\u751f\u5b9e\u73b0\uff0c\u8f6c\u5411\u63cf\u8ff0\u76ee\u6807\u3001\u66b4\u9732\u5fc5\u8981\u4e0a\u4e0b\u6587\u3001\u5224\u65ad\u65b9\u6848\u3001\u8bbe\u8ba1\u6d4b\u8bd5\u548c\u63a7\u5236\u53d8\u66f4\u8303\u56f4\u3002<\/p>\n<p>\u4e00\u4e2a\u4e0d\u7406\u89e3\u8ba4\u8bc1\u7684\u4eba\uff0c\u53ef\u4ee5\u8ba9AI\u8fc5\u901f\u751f\u6210\u767b\u5f55\u7cfb\u7edf\uff0c\u5374\u5f88\u96be\u53d1\u73b0\u4f1a\u8bdd\u7ba1\u7406\u548c\u6743\u9650\u8fb9\u754c\u7684\u6f0f\u6d1e\u3002\u4e00\u4e2a\u719f\u6089\u4e1a\u52a1\u4f46\u4e0d\u4f1a\u624b\u5199\u5168\u90e8\u524d\u7aef\u7684\u4eba\uff0c\u53ef\u80fd\u501f\u52a9AI\u5b9e\u73b0\u53ef\u7528\u539f\u578b\uff0c\u4f46\u5728\u6b63\u5f0f\u4e0a\u7ebf\u524d\u4ecd\u9700\u8981\u76f8\u5e94\u5de5\u7a0b\u80fd\u529b\u8865\u8db3\u5b89\u5168\u3001\u6027\u80fd\u548c\u7ef4\u62a4\u8981\u6c42\u3002<\/p>\n<p>AI\u964d\u4f4e\u4e86\u628a\u610f\u56fe\u53d8\u6210\u4ee3\u7801\u7684\u95e8\u69db\uff0c\u6ca1\u6709\u81ea\u52a8\u964d\u4f4e\u628a\u4ee3\u7801\u53d8\u6210\u53ef\u9760\u8f6f\u4ef6\u7684\u95e8\u69db\u3002<\/p>\n<h2>\u7a0b\u5e8f\u5458\u81f3\u5c11\u627f\u62c5\u516d\u7c7b\u8d23\u4efb<\/h2>\n<p>\u7b2c\u4e00\u662f<strong>\u95ee\u9898\u8d23\u4efb<\/strong>\u3002\u786e\u8ba4\u5b9e\u73b0\u7684\u662f\u771f\u5b9e\u9700\u8981\uff0c\u800c\u4e0d\u662f\u628a\u6a21\u7cca\u8981\u6c42\u76f4\u63a5\u6269\u5c55\u6210\u5927\u91cf\u4ee3\u7801\u3002\u9519\u8bef\u95ee\u9898\u5f97\u5230\u5b8c\u7f8e\u5b9e\u73b0\uff0c\u4ecd\u7136\u662f\u5931\u8d25\u3002<\/p>\n<p>\u7b2c\u4e8c\u662f<strong>\u8fb9\u754c\u8d23\u4efb<\/strong>\u3002\u544a\u8bc9\u7cfb\u7edf\u54ea\u4e9b\u6587\u4ef6\u53ef\u4ee5\u6539\u3001\u54ea\u4e9b\u63a5\u53e3\u4e0d\u80fd\u7834\u574f\u3001\u54ea\u4e9b\u6570\u636e\u4e0d\u5f97\u8bbf\u95ee\u3002AI\u6ca1\u6709\u7406\u7531\u81ea\u52a8\u77e5\u9053\u7ec4\u7ec7\u7684\u5168\u90e8\u9690\u542b\u7ea6\u675f\u3002<\/p>\n<p>\u7b2c\u4e09\u662f<strong>\u8bc1\u636e\u8d23\u4efb<\/strong>\u3002\u8981\u6c42\u6d4b\u8bd5\u3001\u9759\u6001\u5206\u6790\u3001\u7c7b\u578b\u68c0\u67e5\u3001\u5b89\u5168\u626b\u63cf\u548c\u53ef\u91cd\u590d\u8fd0\u884c\u7ed3\u679c\u3002\u4ee3\u7801\u201c\u770b\u8d77\u6765\u6b63\u786e\u201d\u4e0d\u662f\u90e8\u7f72\u8bc1\u636e\u3002<\/p>\n<p>\u7b2c\u56db\u662f<strong>\u96c6\u6210\u8d23\u4efb<\/strong>\u3002\u65b0\u4ee3\u7801\u662f\u5426\u7b26\u5408\u67b6\u6784\u3001\u4f9d\u8d56\u653f\u7b56\u3001\u6027\u80fd\u9884\u7b97\u3001\u53ef\u89c2\u6d4b\u6027\u548c\u8fd0\u7ef4\u65b9\u5f0f\u3002\u5c40\u90e8\u529f\u80fd\u6b63\u786e\u4e0d\u7b49\u4e8e\u7cfb\u7edf\u6574\u4f53\u6b63\u786e\u3002<\/p>\n<p>\u7b2c\u4e94\u662f<strong>\u6765\u6e90\u4e0e\u8bb8\u53ef\u8d23\u4efb<\/strong>\u3002\u751f\u6210\u5185\u5bb9\u662f\u5426\u5f15\u5165\u4e0d\u9002\u5f53\u4f9d\u8d56\u3001\u590d\u5236\u53d7\u9650\u5236\u6750\u6599\uff0c\u6216\u6cc4\u9732\u4e86\u4e0d\u5e94\u8fdb\u5165\u5916\u90e8\u670d\u52a1\u7684\u4ee3\u7801\u548c\u6570\u636e\u3002<\/p>\n<p>\u7b2c\u516d\u662f<strong>\u540e\u679c\u8d23\u4efb<\/strong>\u3002\u8c01\u6279\u51c6\u5408\u5e76\u3001\u8c01\u90e8\u7f72\u3001\u8c01\u5728\u6545\u969c\u65f6\u56de\u6eda\u3001\u8c01\u5411\u7528\u6237\u89e3\u91ca\u3002\u6a21\u578b\u53ef\u4ee5\u5efa\u8bae\u64cd\u4f5c\uff0c\u5374\u4e0d\u80fd\u4ee3\u66ff\u7ec4\u7ec7\u5efa\u7acb\u503c\u73ed\u548c\u4e8b\u6545\u54cd\u5e94\u3002<\/p>\n<p>\u8fd9\u4e9b\u8d23\u4efb\u4e0d\u4e00\u5b9a\u90fd\u7531\u5355\u4e2a\u7a0b\u5e8f\u5458\u627f\u62c5\u3002\u5927\u578b\u56e2\u961f\u4f1a\u628a\u5b83\u4eec\u5206\u7ed9\u4ea7\u54c1\u3001\u67b6\u6784\u3001\u5b89\u5168\u3001\u6d4b\u8bd5\u3001\u8fd0\u7ef4\u548c\u7ba1\u7406\u89d2\u8272\u3002\u4f46AI\u4e0d\u4f1a\u56e0\u4e3a\u4ecb\u5165\u5b9e\u73b0\u5c31\u81ea\u52a8\u63a5\u8fc7\u5176\u4e2d\u4efb\u4f55\u4e00\u79cd\u5236\u5ea6\u8d23\u4efb\u3002<\/p>\n<h2>\u6d4b\u8bd5\u5fc5\u987b\u9a8c\u8bc1\u8981\u6c42\uff0c\u800c\u4e0d\u53ea\u662f\u9a8c\u8bc1\u751f\u6210\u7ed3\u679c<\/h2>\n<p>AI\u80fd\u591f\u540c\u65f6\u751f\u6210\u4ee3\u7801\u548c\u6d4b\u8bd5\uff0c\u8fd9\u662f\u6548\u7387\u6765\u6e90\uff0c\u4e5f\u662f\u4e00\u9879\u98ce\u9669\u3002\u5982\u679c\u6d4b\u8bd5\u53ea\u662f\u6839\u636e\u540c\u4e00\u4efd\u8bef\u89e3\u4ea7\u751f\uff0c\u5b83\u53ef\u80fd\u51c6\u786e\u8bc1\u660e\u9519\u8bef\u5b9e\u73b0\u7b26\u5408\u9519\u8bef\u8981\u6c42\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u9700\u6c42\u662f\u201c\u53ea\u6709\u8d26\u6237\u6240\u6709\u8005\u53ef\u4ee5\u4e0b\u8f7d\u6587\u4ef6\u201d\uff0cAI\u8bef\u89e3\u6210\u201c\u4efb\u4f55\u767b\u5f55\u7528\u6237\u90fd\u53ef\u4ee5\u4e0b\u8f7d\u81ea\u5df1\u7684\u8bf7\u6c42\u7ed3\u679c\u201d\u3002\u5b83\u751f\u6210\u7684\u4ee3\u7801\u548c\u6d4b\u8bd5\u5b8c\u5168\u4e00\u81f4\uff0c\u6d4b\u8bd5\u5168\u90e8\u901a\u8fc7\uff0c\u5374\u6ca1\u6709\u8986\u76d6\u771f\u6b63\u7684\u6388\u6743\u89c4\u5219\u3002<\/p>\n<p>\u6240\u4ee5\uff0c\u5173\u952e\u6d4b\u8bd5\u5e94\u5c3d\u91cf\u6765\u81ea\u72ec\u7acb\u7684\u9700\u6c42\u7406\u89e3\u3002\u56e2\u961f\u53ef\u4ee5\u5148\u7531\u4eba\u786e\u5b9a\u9a8c\u6536\u6761\u4ef6\uff0c\u518d\u8ba9AI\u5b9e\u73b0\uff1b\u6216\u8005\u8ba9\u4e0d\u540c\u89d2\u8272\u7f16\u5199\u5a01\u80c1\u6a21\u578b\u3001\u8fb9\u754c\u6848\u4f8b\u548c\u5931\u8d25\u6761\u4ef6\u3002\u5bf9\u4e8e\u91cd\u8981\u4fee\u6539\uff0c\u8fd8\u9700\u8981\u5728\u9694\u79bb\u73af\u5883\u8fd0\u884c\u3001\u6bd4\u8f83\u884c\u4e3a\u5dee\u5f02\u5e76\u68c0\u67e5\u672a\u9884\u671f\u53d8\u66f4\u3002<\/p>\n<p>\u4ee3\u7406\u8bc4\u4f30\u5b9e\u8df5\u5f3a\u8c03\uff0c\u5b8c\u6210\u4efb\u52a1\u3001\u6ca1\u6709\u7834\u574f\u5176\u4ed6\u5185\u5bb9\u3001\u5b9e\u73b0\u8d28\u91cf\u826f\u597d\u662f\u4e0d\u540c\u6307\u6807\uff0c\u9700\u8981\u7ed3\u5408\u9759\u6001\u68c0\u67e5\u3001\u5b9e\u9645\u8fd0\u884c\u548c\u4eba\u7c7b\u8bc4\u4ef7\u3002<a href=\"https:\/\/www.anthropic.com\/engineering\/demystifying-evals-for-ai-agents\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1a\u300aDemystifying evals for AI agents\u300b<\/a><\/p>\n<p>\u8fd9\u540c\u6837\u9002\u7528\u4e8e\u65e5\u5e38AI\u7f16\u7801\uff1a\u6d4b\u8bd5\u4e0d\u662f\u4e3aAI\u751f\u6210\u7684\u4ee3\u7801\u76d6\u7ae0\uff0c\u800c\u662f\u7528\u72ec\u7acb\u6807\u51c6\u6311\u6218\u5b83\u3002<\/p>\n<h2>\u4ee3\u7801\u6240\u6709\u6743\u5fc5\u987b\u4ece\u201c\u8c01\u8f93\u5165\u201d\u8f6c\u5411\u201c\u8c01\u91c7\u7528\u201d<\/h2>\n<p>\u4f20\u7edf\u4e0a\uff0c\u4ee3\u7801\u8bc4\u5ba1\u5df2\u7ecf\u627f\u8ba4\u4e00\u4e2a\u4e8b\u5b9e\uff1a\u5408\u5e76\u8005\u548c\u56e2\u961f\u8981\u5bf9\u4e0d\u662f\u81ea\u5df1\u9010\u5b57\u5199\u51fa\u7684\u4ee3\u7801\u8d1f\u8d23\u3002\u5f00\u6e90\u4f9d\u8d56\u3001\u540c\u4e8b\u8d21\u732e\u548c\u81ea\u52a8\u4ee3\u7801\u751f\u6210\u90fd\u53ef\u80fd\u8fdb\u5165\u4ea7\u54c1\uff0c\u7ec4\u7ec7\u901a\u8fc7\u8bc4\u5ba1\u3001\u8bb8\u53ef\u3001\u6d4b\u8bd5\u548c\u7ef4\u62a4\u628a\u5b83\u4eec\u7eb3\u5165\u81ea\u5df1\u7684\u7cfb\u7edf\u3002<\/p>\n<p>AI\u53ea\u662f\u628a\u8fd9\u79cd\u60c5\u51b5\u63a8\u5411\u66f4\u5927\u89c4\u6a21\u3002\u4ee3\u7801\u6765\u6e90\u53ef\u4ee5\u662f\u6a21\u578b\uff0c\u4f46\u91c7\u7528\u8005\u4ecd\u7136\u662f\u4eba\u548c\u7ec4\u7ec7\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5408\u7406\u7684\u8d23\u4efb\u89c4\u5219\u4e0d\u5e94\u8981\u6c42\u7a0b\u5e8f\u5458\u5047\u88c5\u81ea\u5df1\u624b\u5199\u4e86\u6bcf\u4e00\u884c\uff0c\u800c\u5e94\u8981\u6c42\u4ed6\u80fd\u591f\u8bf4\u660e\uff1a<\/p>\n<ul>\n<li>\u8fd9\u9879\u4fee\u6539\u89e3\u51b3\u4ec0\u4e48\u95ee\u9898\uff1b<\/li>\n<li>\u5173\u952e\u8bbe\u8ba1\u4e3a\u4ec0\u4e48\u5408\u9002\uff1b<\/li>\n<li>\u4f7f\u7528\u4e86\u54ea\u4e9b\u81ea\u52a8\u5de5\u5177\uff1b<\/li>\n<li>\u54ea\u4e9b\u6d4b\u8bd5\u548c\u68c0\u67e5\u5df2\u7ecf\u901a\u8fc7\uff1b<\/li>\n<li>\u4ecd\u6709\u54ea\u4e9b\u5df2\u77e5\u9650\u5236\uff1b<\/li>\n<li>\u8c01\u6279\u51c6\u8fdb\u5165\u751f\u4ea7\u73af\u5883\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u56e2\u961f\u65e0\u6cd5\u56de\u7b54\u8fd9\u4e9b\u95ee\u9898\uff0c\u5c31\u4e0d\u5e94\u56e0\u4e3a\u4ee3\u7801\u80fd\u8fd0\u884c\u800c\u5408\u5e76\u3002<\/p>\n<h2>\u7ed3\u8bba\uff1a\u7a0b\u5e8f\u5458\u8d1f\u8d23\u7684\u4e0d\u662f\u51fb\u952e\uff0c\u800c\u662f\u7cfb\u7edf\u627f\u8bfa<\/h2>\n<p>AI\u5199\u4ee3\u7801\u7684\u80fd\u529b\u6b63\u5728\u5feb\u901f\u63d0\u9ad8\uff0c\u5173\u4e8e\u751f\u4ea7\u7387\u7684\u7814\u7a76\u4e5f\u4f1a\u968f\u7740\u5de5\u5177\u548c\u5de5\u4f5c\u65b9\u5f0f\u53d8\u5316\u3002\u5bf9\u4e00\u4e9b\u8fb9\u754c\u660e\u786e\u7684\u4efb\u52a1\uff0c\u5b83\u5df2\u7ecf\u80fd\u663e\u8457\u51cf\u5c11\u5b9e\u73b0\u65f6\u95f4\uff1b\u5728\u590d\u6742\u65e2\u6709\u7cfb\u7edf\u4e2d\uff0c\u4e0a\u4e0b\u6587\u3001\u8bc4\u5ba1\u548c\u96c6\u6210\u4ecd\u53ef\u80fd\u62b5\u6d88\u90e8\u5206\u6536\u76ca\u3002\u7528\u4e00\u4e2a\u56fa\u5b9a\u767e\u5206\u6bd4\u6982\u62ec\u6240\u6709\u7a0b\u5e8f\u5458\uff0c\u65e2\u4e0d\u51c6\u786e\uff0c\u4e5f\u5f88\u5feb\u8fc7\u65f6\u3002<\/p>\n<p>\u66f4\u7a33\u5b9a\u7684\u5224\u65ad\u662f\uff1a\u4ee3\u7801\u751f\u6210\u6210\u672c\u4e0b\u964d\u4ee5\u540e\uff0c\u8f6f\u4ef6\u5de5\u4f5c\u7684\u4ef7\u503c\u4f1a\u8fdb\u4e00\u6b65\u96c6\u4e2d\u5230\u95ee\u9898\u5b9a\u4e49\u3001\u67b6\u6784\u3001\u9a8c\u8bc1\u3001\u96c6\u6210\u548c\u8fd0\u884c\u8d23\u4efb\u3002<\/p>\n<blockquote>\n<p>\u7a0b\u5e8f\u5458\u4e0d\u5fc5\u8bc1\u660e\u6bcf\u4e00\u884c\u4ee3\u7801\u7531\u81ea\u5df1\u6572\u51fa\uff0c\u4f46\u5fc5\u987b\u8bc1\u660e\u8fd9\u9879\u53d8\u66f4\u503c\u5f97\u8fdb\u5165\u7cfb\u7edf\uff0c\u5e76\u4e14\u7ec4\u7ec7\u6709\u80fd\u529b\u7406\u89e3\u3001\u6d4b\u8bd5\u3001\u7ef4\u62a4\u548c\u64a4\u56de\u5b83\u3002<\/p>\n<\/blockquote>\n<p>AI\u53ef\u4ee5\u63d0\u4ea4\u4e00\u4efd\u5019\u9009\u4fee\u6539\u3002\u771f\u6b63\u628a\u5b83\u53d8\u6210\u8f6f\u4ef6\u7684\uff0c\u662f\u4eba\u548c\u7ec4\u7ec7\u4f5c\u51fa\u7684\u7cfb\u7edf\u627f\u8bfa\uff1a\u6211\u4eec\u63a5\u53d7\u8fd9\u6bb5\u4ee3\u7801\u6539\u53d8\u7528\u6237\u73af\u5883\uff0c\u4e5f\u613f\u610f\u5728\u5b83\u5931\u8d25\u65f6\u4fee\u590d\u540e\u679c\u3002<\/p>\n<p>\u56e0\u6b64\uff0cAI\u5199\u51fa\u4ee3\u7801\u4ee5\u540e\uff0c\u7a0b\u5e8f\u5458\u7684\u8d23\u4efb\u5e76\u6ca1\u6709\u968f\u952e\u76d8\u52b3\u52a8\u4e00\u8d77\u6d88\u5931\u3002\u5b83\u4ece\u201c\u6211\u5199\u4e86\u4ec0\u4e48\u201d\u4e0a\u79fb\u4e3a\u201c\u6211\u4eec\u4e3a\u4ec0\u4e48\u91c7\u7528\uff0c\u4ee5\u53ca\u6211\u4eec\u600e\u6837\u77e5\u9053\u5b83\u53ef\u4ee5\u88ab\u91c7\u7528\u201d\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/publication\/the-impact-of-ai-on-developer-productivity-evidence-from-github-copilot\/\" target=\"_blank\" rel=\"noopener\">Microsoft Research\uff1aThe Impact of AI on Developer Productivity\u2014Evidence from GitHub Copilot<\/a><\/li>\n<li><a href=\"https:\/\/pubsonline.informs.org\/doi\/abs\/10.1287\/mnsc.2025.00535\" target=\"_blank\" rel=\"noopener\">Management Science\uff1aThe Effects of Generative AI on High-Skilled Work<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2507.09089\" target=\"_blank\" rel=\"noopener\">METR\uff1aMeasuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity<\/a><\/li>\n<li><a href=\"https:\/\/metr.org\/blog\/2026-02-24-uplift-update\/\" target=\"_blank\" rel=\"noopener\">METR\uff1aWe are Changing our Developer Productivity Experiment Design<\/a><\/li>\n<li><a href=\"https:\/\/www.anthropic.com\/research\/claude-code-expertise\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1aHow Claude Code is used in practice<\/a><\/li>\n<li><a href=\"https:\/\/www.anthropic.com\/engineering\/demystifying-evals-for-ai-agents\" target=\"_blank\" rel=\"noopener\">Anthropic\uff1aDemystifying evals for AI agents<\/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":"When AI generates code, responsibility shifts from typing to system promises\u2014clarifying requirements, boundaries, tests, deployment, and ongoing ownership.","_geoff_meta_description_zh":"AI\u5199\u51fa\u4ee3\u7801\u540e\uff0c\u7a0b\u5e8f\u5458\u8d23\u4efb\u4ece\u51fb\u952e\u8f6c\u5411\u5bf9\u7cfb\u7edf\u627f\u8bfa\u7684\u627f\u62c5\uff1a\u9700\u6c42\u4e0e\u8fb9\u754c\u3001\u6d4b\u8bd5\u9a8c\u8bc1\u3001\u96c6\u6210\u90e8\u7f72\u53ca\u540e\u7eed\u7ef4\u62a4\u4e0e\u8ffd\u8d23\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":[787296336,787294484,787296354,787296338,787296356,787296334,787296353,787296335],"class_list":["post-16747","post","type-post","status-publish","format-standard","hentry","category-after-ai-enters-the-workflow","tag-after-ai-enters-the-workflow","tag-ai-coding","tag-ai-coding-zh","tag-after-ai-enters-the-workflow-zh","tag-software-accountability-zh","tag-from-answering-questions-to-participating-in-work","tag-software-accountability","tag-from-answering-questions-to-participating-in-work-zh",""],"translatepress_titles":{"en_AU":"Once AI Writes the Code, What Is the Programmer Still Responsible For?","zh_CN":"AI\u5199\u51fa\u4ee3\u7801\u4ee5\u540e\uff0c\u7a0b\u5e8f\u5458\u7a76\u7adf\u8fd8\u5bf9\u4ec0\u4e48\u8d1f\u8d23\uff1f"},"jetpack_publicize_connections":[],"jetpack_likes_enabled":false,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1ar9H-4m7","jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16747","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=16747"}],"version-history":[{"count":2,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16747\/revisions"}],"predecessor-version":[{"id":16772,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16747\/revisions\/16772"}],"wp:attachment":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/media?parent=16747"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/categories?post=16747"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/tags?post=16747"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}