{"id":16746,"date":"2026-08-11T23:11:10","date_gmt":"2026-08-11T13:11:10","guid":{"rendered":"https:\/\/geoffreychen.com\/?p=16746"},"modified":"2026-08-11T23:18:18","modified_gmt":"2026-08-11T13:18:18","slug":"verification-becomes-the-bottleneck","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/verification-becomes-the-bottleneck\/","title":{"rendered":"\u5f53\u751f\u6210\u53d8\u5f97\u5ec9\u4ef7\uff0c\u9a8c\u8bc1\u4e3a\u4ec0\u4e48\u6210\u4e3a\u65b0\u7684\u74f6\u9888\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 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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\u610f\u5473\u7740\uff0c\u7528\u6237\u4e0d\u80fd\u53ea\u51ed\u9898\u76ee\u201c\u770b\u8d77\u6765\u4e0d\u96be\u201d\u51b3\u5b9a\u662f\u5426\u7701\u7565\u9a8c\u8bc1\u3002\u6a21\u578b\u53ef\u4ee5\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u4e5f\u53ef\u80fd\u5728\u7b80\u5355\u7ec6\u8282\u4e0a\u51fa\u9519\u3002\u80fd\u529b\u8fb9\u754c\u9700\u8981\u901a\u8fc7\u5177\u4f53\u6d4b\u8bd5\u4e86\u89e3\uff0c\u800c\u4e0d\u662f\u4ece\u8f93\u51fa\u8bed\u6c14\u63a8\u65ad\u3002<\/p>\n<p>\u81ea\u52a8\u5316\u504f\u89c1\u8fdb\u4e00\u6b65\u653e\u5927\u8fd9\u4e2a\u95ee\u9898\u3002\u6b27\u76df\u300a\u4eba\u5de5\u667a\u80fd\u6cd5\u300b\u5173\u4e8e\u9ad8\u98ce\u9669\u7cfb\u7edf\u7684\u4eba\u7c7b\u76d1\u7763\u6761\u6b3e\uff0c\u7279\u522b\u8981\u6c42\u76d1\u7763\u8005\u4e86\u89e3\u7cfb\u7edf\u80fd\u529b\u4e0e\u9650\u5236\uff0c\u8b66\u60d5\u81ea\u52a8\u4f9d\u8d56\u8f93\u51fa\uff0c\u5e76\u4e14\u80fd\u591f\u5ffd\u7565\u3001\u63a8\u7ffb\u6216\u505c\u6b62\u7cfb\u7edf\u3002<a href=\"https:\/\/ai-act-service-desk.ec.europa.eu\/en\/ai-act\/article-14\" target=\"_blank\" rel=\"noopener\">EU AI Act\uff1aArticle 14\u2014Human oversight<\/a><\/p>\n<p>\u6cd5\u5f8b\u6761\u6b3e\u9002\u7528\u8303\u56f4\u6709\u9650\uff0c\u4f46\u5b83\u6307\u51fa\u4e86\u4e00\u4e2a\u666e\u904d\u539f\u5219\uff1a\u5982\u679c\u6240\u8c13\u4eba\u5de5\u590d\u6838\u8005\u6ca1\u6709\u80fd\u529b\u3001\u65f6\u95f4\u3001\u4fe1\u606f\u6216\u6743\u9650\u62d2\u7eddAI\u7ed3\u679c\uff0c\u201c\u6709\u4eba\u770b\u8fc7\u201d\u5e76\u4e0d\u80fd\u8bc1\u660e\u76d1\u7763\u6709\u6548\u3002<\/p>\n<h2>\u751f\u6210\u901f\u5ea6\u4f1a\u5236\u9020\u201c\u9a8c\u8bc1\u503a\u52a1\u201d<\/h2>\n<p>\u8f6f\u4ef6\u5de5\u7a0b\u4e2d\uff0c\u4eba\u4eec\u7528\u201c\u6280\u672f\u503a\u52a1\u201d\u63cf\u8ff0\u4e3a\u4e86\u77ed\u671f\u901f\u5ea6\u7559\u4e0b\u3001\u4ee5\u540e\u9700\u8981\u507f\u8fd8\u7684\u7ed3\u6784\u95ee\u9898\u3002AI\u5de5\u4f5c\u6d41\u4e5f\u4f1a\u79ef\u7d2f\u4e00\u79cd\u9a8c\u8bc1\u503a\u52a1\u3002<\/p>\n<p>\u4e00\u4efd\u672a\u7ecf\u5145\u5206\u6838\u67e5\u7684\u62a5\u544a\u53ef\u80fd\u6682\u65f6\u901a\u8fc7\uff0c\u4f46\u5176\u4e2d\u7684\u9519\u8bef\u6570\u5b57\u4f1a\u8fdb\u5165\u4e0b\u4e00\u4efd\u6f14\u793a\u7a3f\uff1b\u4e00\u6bb5\u672a\u7406\u89e3\u7684\u4ee3\u7801\u4f1a\u6210\u4e3a\u540e\u6765\u529f\u80fd\u7684\u4f9d\u8d56\uff1b\u4e00\u4e2a\u672a\u7ecf\u786e\u8ba4\u7684\u6458\u8981\u4f1a\u88ab\u4fdd\u5b58\u5230\u77e5\u8bc6\u5e93\uff0c\u518d\u88ab\u5176\u4ed6AI\u53cd\u590d\u5f15\u7528\u3002<\/p>\n<p>\u5355\u6b21\u9519\u8bef\u4e8e\u662f\u4ece\u5019\u9009\u8f93\u51fa\u53d8\u6210\u7ec4\u7ec7\u4e8b\u5b9e\u3002\u65f6\u95f4\u8d8a\u4e45\uff0c\u540e\u6765\u7684\u4eba\u8d8a\u96be\u77e5\u9053\u54ea\u4e00\u90e8\u5206\u6765\u81ea\u539f\u59cb\u8bc1\u636e\uff0c\u54ea\u4e00\u90e8\u5206\u53ea\u662f\u65e9\u671fAI\u751f\u6210\u7684\u8865\u5168\u3002<\/p>\n<p>\u9a8c\u8bc1\u503a\u52a1\u5e38\u6709\u51e0\u4e2a\u4fe1\u53f7\uff1a<\/p>\n<ul>\n<li>\u4ea7\u51fa\u6570\u91cf\u6301\u7eed\u4e0a\u5347\uff0c\u8bc4\u5ba1\u65f6\u95f4\u5374\u6ca1\u6709\u589e\u52a0\uff1b<\/li>\n<li>\u201c\u5148\u751f\u6210\uff0c\u4e4b\u540e\u518d\u68c0\u67e5\u201d\u4e2d\u7684\u201c\u4e4b\u540e\u201d\u6ca1\u6709\u660e\u786e\u8d1f\u8d23\u4eba\uff1b<\/li>\n<li>\u540c\u4e00\u4efdAI\u5185\u5bb9\u88ab\u590d\u5236\u5230\u591a\u4e2a\u6587\u4ef6\u548c\u7cfb\u7edf\uff1b<\/li>\n<li>\u4eba\u53ea\u68c0\u67e5\u8bed\u8a00\u4e0e\u683c\u5f0f\uff0c\u6ca1\u6709\u63a5\u89e6\u539f\u59cb\u6570\u636e\uff1b<\/li>\n<li>\u7ec4\u7ec7\u65e0\u6cd5\u8bf4\u660e\u67d0\u4e2a\u7ed3\u8bba\u6700\u521d\u6765\u81ea\u54ea\u91cc\uff1b<\/li>\n<li>\u9519\u8bef\u88ab\u53d1\u73b0\u540e\uff0c\u53ea\u6539\u5f53\u524d\u6587\u672c\uff0c\u6ca1\u6709\u4fee\u6b63\u4e0a\u6e38\u6765\u6e90\u3002<\/li>\n<\/ul>\n<p>\u4e00\u65e6\u51fa\u73b0\u8fd9\u4e9b\u4fe1\u53f7\uff0c\u63d0\u9ad8\u6a21\u578b\u751f\u6210\u901f\u5ea6\u53ea\u4f1a\u4f7f\u503a\u52a1\u589e\u957f\u5f97\u66f4\u5feb\u3002<\/p>\n<h2>AI\u53ef\u4ee5\u53c2\u4e0e\u9a8c\u8bc1\uff0c\u4f46\u4e0d\u80fd\u5784\u65ad\u9a8c\u8bc1<\/h2>\n<p>\u6a21\u578b\u80fd\u591f\u4e3a\u9a8c\u8bc1\u63d0\u4f9b\u771f\u5b9e\u5e2e\u52a9\u3002\u5b83\u53ef\u4ee5\u5bfb\u627e\u5185\u90e8\u77db\u76fe\u3001\u5217\u51fa\u5f85\u6838\u67e5\u4e8b\u5b9e\u3001\u6bd4\u8f83\u4e24\u4e2a\u7248\u672c\u3001\u751f\u6210\u6d4b\u8bd5\u3001\u5c1d\u8bd5\u53cd\u4f8b\uff0c\u5e76\u628a\u6bcf\u9879\u4e3b\u5f20\u6620\u5c04\u5230\u6765\u6e90\u3002<\/p>\n<p>\u201c\u9a8c\u8bc1\u94fe\u201d\u7b49\u7814\u7a76\u65b9\u6cd5\u628a\u751f\u6210\u548c\u6838\u67e5\u5206\u6210\u4e0d\u540c\u6b65\u9aa4\uff0c\u663e\u793a\u8fd9\u79cd\u7ed3\u6784\u53ef\u4ee5\u964d\u4f4e\u90e8\u5206\u5e7b\u89c9\uff1a\u5148\u5199\u8349\u7a3f\uff0c\u518d\u63d0\u51fa\u6838\u67e5\u95ee\u9898\uff0c\u72ec\u7acb\u56de\u7b54\uff0c\u6700\u540e\u91cd\u5199\u3002<a href=\"https:\/\/aclanthology.org\/2024.findings-acl.212\/\" target=\"_blank\" rel=\"noopener\">ACL Anthology\uff1a\u300aChain-of-Verification Reduces Hallucination in Large Language Models\u300b<\/a><\/p>\n<p>\u4f46AI\u53c2\u4e0e\u9a8c\u8bc1\u4e0d\u7b49\u4e8e\u9a8c\u8bc1\u5df2\u7ecf\u72ec\u7acb\u3002\u4e00\u4e2a\u6a21\u578b\u53ef\u80fd\u91cd\u590d\u81ea\u5df1\u7684\u5047\u8bbe\uff0c\u591a\u4e2a\u6a21\u578b\u4e5f\u53ef\u80fd\u5171\u4eab\u8bad\u7ec3\u6750\u6599\u548c\u5e38\u89c1\u504f\u89c1\u3002\u8ba9\u4e09\u4e2aAI\u90fd\u8868\u793a\u540c\u610f\uff0c\u4e0d\u80fd\u66ff\u4ee3\u539f\u59cb\u6587\u4ef6\u3001\u6570\u636e\u5e93\u67e5\u8be2\u3001\u5b9e\u9645\u6d4b\u8bd5\u6216\u9886\u57df\u4e13\u5bb6\u5224\u65ad\u3002<\/p>\n<p>\u8f83\u7a33\u59a5\u7684\u505a\u6cd5\uff0c\u662f\u8ba9\u9a8c\u8bc1\u5c3d\u91cf\u6539\u53d8\u8bc1\u636e\u901a\u9053\uff1a<\/p>\n<ul>\n<li>\u751f\u6210\u6587\u5b57\u540e\uff0c\u56de\u5230\u539f\u59cb\u6765\u6e90\u800c\u4e0d\u662f\u53ea\u8ba9\u6a21\u578b\u91cd\u8bfb\u6458\u8981\uff1b<\/li>\n<li>\u751f\u6210\u4ee3\u7801\u540e\uff0c\u8fd0\u884c\u786e\u5b9a\u6027\u6d4b\u8bd5\u548c\u5b89\u5168\u626b\u63cf\uff1b<\/li>\n<li>\u751f\u6210\u8ba1\u7b97\u540e\uff0c\u7528\u72ec\u7acb\u516c\u5f0f\u6216\u7a0b\u5e8f\u91cd\u65b0\u8ba1\u7b97\uff1b<\/li>\n<li>\u751f\u6210\u884c\u52a8\u5efa\u8bae\u540e\uff0c\u7531\u5177\u6709\u6388\u6743\u548c\u60c5\u5883\u77e5\u8bc6\u7684\u4eba\u5224\u65ad\uff1b<\/li>\n<li>\u9ad8\u540e\u679c\u7ed3\u679c\u7531\u4e0d\u540c\u89d2\u8272\u590d\u6838\uff0c\u800c\u4e0d\u662f\u7531\u539f\u751f\u6210\u8005\u5feb\u901f\u6d4f\u89c8\u3002<\/li>\n<\/ul>\n<p>\u9a8c\u8bc1\u7684\u4ef7\u503c\u6765\u81ea\u72ec\u7acb\u6027\uff0c\u800c\u4e0d\u662f\u6b21\u6570\u3002<\/p>\n<h2>\u9a8c\u8bc1\u80fd\u529b\u5fc5\u987b\u6309\u98ce\u9669\u5206\u914d<\/h2>\n<p>\u5982\u679c\u6bcf\u4e2a\u4f4e\u98ce\u9669\u53e5\u5b50\u90fd\u8981\u6c42\u4e13\u5bb6\u9010\u5b57\u786e\u8ba4\uff0cAI\u5e26\u6765\u7684\u6548\u7387\u4f1a\u88ab\u5b8c\u5168\u62b5\u6d88\u3002\u5982\u679c\u6240\u6709\u5185\u5bb9\u53ea\u62bd\u6837\u68c0\u67e5\uff0c\u9ad8\u98ce\u9669\u9519\u8bef\u53c8\u53ef\u80fd\u6f0f\u8fc7\u3002<\/p>\n<p>\u89e3\u51b3\u529e\u6cd5\u4e0d\u662f\u53d6\u6d88\u9a8c\u8bc1\uff0c\u800c\u662f\u5206\u7ea7\u3002<\/p>\n<p>\u4f4e\u98ce\u9669\u3001\u53ef\u9006\u3001\u5bb9\u6613\u53d1\u73b0\u9519\u8bef\u7684\u4efb\u52a1\uff0c\u53ef\u4ee5\u4f9d\u9760\u6a21\u677f\u3001\u81ea\u52a8\u68c0\u67e5\u548c\u62bd\u6837\u3002\u4f8b\u5982\u5185\u90e8\u5934\u8111\u98ce\u66b4\u3001\u683c\u5f0f\u8f6c\u6362\u548c\u4e0d\u8fdb\u5165\u6b63\u5f0f\u8bb0\u5f55\u7684\u8349\u7a3f\u3002<\/p>\n<p>\u4e2d\u7b49\u98ce\u9669\u4efb\u52a1\u9700\u8981\u660e\u786e\u5b8c\u6210\u6807\u51c6\u548c\u6307\u5b9a\u590d\u6838\u8005\u3002\u4f8b\u5982\u5bf9\u5916\u6587\u7ae0\u3001\u5ba2\u6237\u8bf4\u660e\u3001\u5e38\u89c4\u4ee3\u7801\u4fee\u6539\u548c\u5185\u90e8\u5206\u6790\u3002<\/p>\n<p>\u9ad8\u98ce\u9669\u3001\u4e0d\u53ef\u9006\u6216\u4f1a\u5f71\u54cd\u6743\u5229\u4e0e\u8d44\u91d1\u7684\u4efb\u52a1\uff0c\u9700\u8981\u539f\u59cb\u8bc1\u636e\u3001\u6743\u9650\u9694\u79bb\u3001\u5f3a\u5236\u68c0\u67e5\u70b9\u548c\u53ef\u8ffd\u6eaf\u6279\u51c6\u3002\u4f8b\u5982\u4ed8\u6b3e\u3001\u5408\u540c\u627f\u8bfa\u3001\u751f\u4ea7\u73af\u5883\u53d8\u66f4\u3001\u533b\u7597\u6216\u6cd5\u5f8b\u51b3\u5b9a\u3002<\/p>\n<p>\u7f8e\u56fd\u56fd\u5bb6\u6807\u51c6\u4e0e\u6280\u672f\u7814\u7a76\u9662\u7684AI\u8d44\u6e90\u4e2d\u5fc3\u628a\u6d4b\u8bd5\u3001\u8bc4\u4f30\u3001\u9a8c\u8bc1\u548c\u786e\u8ba4\uff08TEVV\uff09\u89c6\u4e3aAI\u98ce\u9669\u7ba1\u7406\u7684\u91cd\u8981\u7ec4\u6210\uff0c\u5e76\u5f3a\u8c03\u8bc4\u4f30\u5e94\u4e0e\u5b9e\u9645\u60c5\u5883\u3001\u5f71\u54cd\u548c\u751f\u547d\u5468\u671f\u8fde\u63a5\u3002<a href=\"https:\/\/airc.nist.gov\/\" target=\"_blank\" rel=\"noopener\">NIST AI Resource Center<\/a><\/p>\n<p>\u8fd9\u91cc\u6700\u91cd\u8981\u7684\u4e0d\u662f\u91c7\u7528\u67d0\u4e2a\u7edf\u4e00\u68c0\u67e5\u6e05\u5355\uff0c\u800c\u662f\u8ba9\u9a8c\u8bc1\u5f3a\u5ea6\u4e0e\u540e\u679c\u76f8\u79f0\u3002<\/p>\n<h2>\u91cd\u65b0\u8bbe\u8ba1\u5de5\u4f5c\u7684\u541e\u5410\u91cf<\/h2>\n<p>\u7ec4\u7ec7\u5f15\u5165AI\u65f6\u5e38\u95ee\uff1a\u201c\u6bcf\u4e2a\u4eba\u6bcf\u5468\u80fd\u591a\u751f\u4ea7\u591a\u5c11\uff1f\u201d\u66f4\u6709\u610f\u4e49\u7684\u95ee\u9898\u662f\uff1a\u201c\u6bcf\u5468\u80fd\u591a\u5b8c\u6210\u591a\u5c11\u7ecf\u8fc7\u9a8c\u8bc1\u3001\u53ef\u4ee5\u91c7\u7528\u7684\u6210\u679c\uff1f\u201d<\/p>\n<p>\u8fd9\u4e24\u4e2a\u6307\u6807\u53ef\u80fd\u76f8\u5dee\u5f88\u5927\u3002<\/p>\n<p>\u5982\u679cAI\u4f7f\u521d\u7a3f\u589e\u52a0\u4e94\u500d\uff0c\u800c\u5ba1\u67e5\u80fd\u529b\u53ea\u589e\u52a0\u4e00\u6210\uff0c\u771f\u6b63\u7684\u5b8c\u6210\u91cf\u4ecd\u53d7\u5ba1\u67e5\u9650\u5236\u3002\u5927\u91cf\u5019\u9009\u7248\u672c\u751a\u81f3\u4f1a\u964d\u4f4e\u6548\u7387\uff0c\u56e0\u4e3a\u4eba\u9700\u8981\u9009\u62e9\u5148\u68c0\u67e5\u54ea\u4e00\u4efd\uff0c\u5e76\u5728\u76f8\u4f3c\u5185\u5bb9\u4e4b\u95f4\u5207\u6362\u3002<\/p>\n<p>\u56e0\u6b64\uff0cAI\u5de5\u4f5c\u6d41\u9700\u8981\u540c\u65f6\u9650\u5236\u8fdb\u5165\u961f\u5217\u7684\u4ea7\u7269\uff1a\u5148\u5b9a\u4e49\u54ea\u4e9b\u4efb\u52a1\u503c\u5f97\u751f\u6210\uff0c\u8981\u6c42AI\u5728\u63d0\u4ea4\u524d\u5b8c\u6210\u81ea\u52a8\u68c0\u67e5\uff0c\u6dd8\u6c70\u7f3a\u5c11\u8bc1\u636e\u6216\u672a\u901a\u8fc7\u6d4b\u8bd5\u7684\u7ed3\u679c\uff0c\u518d\u628a\u6709\u9650\u7684\u4eba\u7c7b\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u5269\u4f59\u9879\u76ee\u4e0a\u3002<\/p>\n<p>\u4ee3\u7406\u8bc4\u4f30\u5b9e\u8df5\u4e5f\u8868\u660e\uff0c\u771f\u5b9e\u4efb\u52a1\u4e0d\u80fd\u53ea\u7528\u4e00\u4e2a\u603b\u5206\u8861\u91cf\u3002\u7cfb\u7edf\u53ef\u80fd\u5b8c\u6210\u7528\u6237\u8981\u6c42\uff0c\u5374\u7834\u574f\u5df2\u6709\u5185\u5bb9\uff1b\u4e5f\u53ef\u80fd\u4e0d\u7834\u574f\u5185\u5bb9\uff0c\u5374\u6ca1\u6709\u771f\u6b63\u89e3\u51b3\u95ee\u9898\u3002\u8bc4\u4f30\u9700\u8981\u56f4\u7ed5\u5177\u4f53\u5931\u8d25\u65b9\u5f0f\u7ec4\u5408\u7a0b\u5e8f\u68c0\u67e5\u3001\u4efb\u52a1\u6d4b\u8bd5\u548c\u4eba\u7c7b\u5224\u65ad\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<h2>\u7ed3\u8bba\uff1a\u751f\u4ea7\u7387\u5fc5\u987b\u8ba1\u7b97\u201c\u901a\u8fc7\u9a8c\u8bc1\u7684\u6210\u679c\u201d<\/h2>\n<p>\u751f\u6210\u5f0fAI\u628a\u8bb8\u591a\u5019\u9009\u4ea7\u7269\u7684\u6210\u672c\u964d\u5f97\u5f88\u4f4e\u3002\u5b83\u53ef\u4ee5\u8ba9\u4e00\u4e2a\u4eba\u5c1d\u8bd5\u66f4\u591a\u7ed3\u6784\u3001\u751f\u6210\u66f4\u591a\u4ee3\u7801\u3001\u8986\u76d6\u66f4\u591a\u8d44\u6599\u5e76\u8fc5\u901f\u63d0\u51fa\u66ff\u4ee3\u65b9\u6848\u3002\u8fd9\u662f\u771f\u5b9e\u7684\u80fd\u529b\u6269\u5c55\u3002<\/p>\n<p>\u4f46\u5de5\u4f5c\u6210\u679c\u4e0d\u662f\u5019\u9009\u4ea7\u7269\u7684\u6570\u91cf\u3002\u53ea\u6709\u5f53\u4e8b\u5b9e\u53ef\u4ee5\u8ffd\u6eaf\u3001\u529f\u80fd\u7ecf\u8fc7\u6d4b\u8bd5\u3001\u98ce\u9669\u5f97\u5230\u5224\u65ad\u3001\u8d23\u4efb\u4eba\u613f\u610f\u91c7\u7528\u65f6\uff0c\u751f\u6210\u624d\u8f6c\u5316\u4e3a\u5b8c\u6210\u3002<\/p>\n<p>\u56e0\u6b64\uff0cAI\u65f6\u4ee3\u7684\u751f\u4ea7\u7387\u4e0d\u80fd\u53ea\u8ba1\u7b97\u6bcf\u5c0f\u65f6\u751f\u6210\u591a\u5c11\u6587\u5b57\u3001\u4ee3\u7801\u6216\u65b9\u6848\uff0c\u800c\u5e94\u8be5\u8ba1\u7b97\uff1a<\/p>\n<blockquote>\n<p>\u5728\u65e2\u5b9a\u98ce\u9669\u8303\u56f4\u5185\uff0c\u6bcf\u5355\u4f4d\u65f6\u95f4\u80fd\u591f\u4ea7\u751f\u591a\u5c11\u7ecf\u8fc7\u5145\u5206\u9a8c\u8bc1\u3001\u53ef\u4ee5\u6b63\u5f0f\u91c7\u7528\u5e76\u80fd\u591f\u7ea0\u9519\u7684\u6210\u679c\u3002<\/p>\n<\/blockquote>\n<p>\u5f53\u751f\u6210\u53d8\u5f97\u5ec9\u4ef7\uff0c\u9a8c\u8bc1\u4e0d\u4f1a\u6210\u4e3a\u9700\u8981\u88ab\u7ed5\u5f00\u7684\u9ebb\u70e6\u3002\u5b83\u4f1a\u6210\u4e3a\u51b3\u5b9aAI\u4ef7\u503c\u80fd\u5426\u5151\u73b0\u7684\u6838\u5fc3\u751f\u4ea7\u73af\u8282\u3002<\/p>\n<p>\u771f\u6b63\u5148\u8fdb\u7684\u5de5\u4f5c\u7cfb\u7edf\uff0c\u4e0d\u662f\u8ba9AI\u4e0d\u505c\u5730\u4ea7\u51fa\u3001\u8ba9\u4eba\u8ffd\u5728\u540e\u9762\u68c0\u67e5\uff0c\u800c\u662f\u5728\u751f\u6210\u4e4b\u524d\u5b9a\u4e49\u6807\u51c6\uff0c\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4fdd\u7559\u8bc1\u636e\uff0c\u5728\u63d0\u4ea4\u4e4b\u524d\u81ea\u52a8\u6dd8\u6c70\u660e\u663e\u5931\u8d25\uff0c\u5e76\u628a\u4eba\u7684\u5224\u65ad\u7559\u7ed9\u673a\u5668\u65e0\u6cd5\u72ec\u7acb\u8bc1\u660e\u7684\u90e8\u5206\u3002<\/p>\n<p>\u74f6\u9888\u4e0d\u4f1a\u56e0\u4e3a\u6211\u4eec\u4e0d\u7edf\u8ba1\u5b83\u5c31\u6d88\u5931\u3002\u770b\u89c1\u9a8c\u8bc1\u7684\u6210\u672c\uff0c\u624d\u662f\u5f00\u59cb\u771f\u6b63\u4f7f\u7528AI\uff0c\u800c\u4e0d\u662f\u53ea\u6d88\u8d39\u5b83\u7684\u4ea7\u91cf\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/airc.nist.gov\/\" target=\"_blank\" rel=\"noopener\">NIST AI Resource Center<\/a><\/li>\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.hbs.edu\/ris\/download.aspx?name=24-013.pdf\" target=\"_blank\" rel=\"noopener\">Harvard Business School\uff1aNavigating the Jagged Technological Frontier<\/a><\/li>\n<li><a href=\"https:\/\/ai-act-service-desk.ec.europa.eu\/en\/ai-act\/article-14\" target=\"_blank\" rel=\"noopener\">EU AI Act Service Desk\uff1aArticle 14\u2014Human oversight<\/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<li><a href=\"https:\/\/aclanthology.org\/2024.findings-acl.212\/\" target=\"_blank\" rel=\"noopener\">Shehzaad Dhuliawala et al.\uff1aChain-of-Verification Reduces Hallucination in Large Language Models<\/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":"As generative AI makes drafts cheap, the article argues the bottleneck shifts to verification, showing how polished outputs create verification debt and require risk-based oversight.","_geoff_meta_description_zh":"\u6587\u7ae0\u6307\u51fa\u751f\u6210\u5f0fAI\u8ba9\u8349\u7a3f\u66f4\u4fbf\u5b9c\u540e\uff0c\u771f\u6b63\u74f6\u9888\u8f6c\u5411\u9a8c\u8bc1\uff1a\u770b\u8d77\u6765\u5b8c\u6210\u7684\u8f93\u51fa\u53ef\u80fd\u63a9\u76d6\u9519\u8bef\u5e76\u7d2f\u79ef\u9a8c\u8bc1\u503a\u52a1\uff0c\u9700\u6309\u98ce\u9669\u5206\u7ea7\u4e0e\u6d41\u7a0b\u91cd\u8bbe\u8ba1\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":[787296336,787295776,787296338,787295777,787296355,787296334,787296352,787296335],"class_list":["post-16746","post","type-post","status-publish","format-standard","hentry","category-after-ai-enters-the-workflow","tag-after-ai-enters-the-workflow","tag-ai-verification","tag-after-ai-enters-the-workflow-zh","tag-ai-verification-zh","tag-verification-bottleneck-zh","tag-from-answering-questions-to-participating-in-work","tag-verification-bottleneck","tag-from-answering-questions-to-participating-in-work-zh",""],"translatepress_titles":{"en_AU":"When Generation Becomes Cheap, Why Does Verification Become the 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