{"id":15967,"date":"2026-08-09T20:10:10","date_gmt":"2026-08-09T10:10:10","guid":{"rendered":"https:\/\/geoffreychen.com\/what-does-human-in-the-loop-mean\/"},"modified":"2026-08-09T20:10:10","modified_gmt":"2026-08-09T10:10:10","slug":"what-does-human-in-the-loop-mean","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/what-does-human-in-the-loop-mean\/","title":{"rendered":"\u201c\u6709\u4eba\u7c7b\u53c2\u4e0e\u201d\u5c31\u7b49\u4e8eAI\u6709\u4eba\u76d1\u7763\u5417\uff1f \/ Does \u2018Human in the Loop\u2019 Mean AI Is Properly Supervised?"},"content":{"rendered":"<\/p>\n<p><strong>AI\u65f6\u4ee3\u7684\u5224\u65ad\u529b \u00b7 \u7b2c43\u7bc7<\/strong><\/p>\n<p>\u754c\u9762\u4e0a\u6709\u4e00\u4e2a\u201c\u6279\u51c6\u201d\u6309\u94ae\uff0c\u4e0d\u4ee3\u8868\u771f\u6b63\u7684\u4eba\u7c7b\u76d1\u7763\u3002\u5982\u679c\u5ba1\u6838\u8005\u6ca1\u6709\u65f6\u95f4\u3001\u4fe1\u606f\u3001\u80fd\u529b\u6216\u6743\u9650\u8d28\u7591AI\uff0c\u4ed6\u53ea\u662f\u6d41\u7a0b\u4e2d\u7684\u6a61\u76ae\u56fe\u7ae0\u3002<\/p>\n<p><strong>\u7528\u56db\u79cd\u89d2\u8272\u68c0\u9a8c\u76d1\u7763\u662f\u5426\u771f\u5b9e<\/strong><\/p>\n<table>\n<thead>\n<tr>\n<th>\u89d2\u8272<\/th>\n<th>\u5fc5\u987b\u5177\u5907\u4ec0\u4e48<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u89c2\u5bdf\u8005<\/td>\n<td>\u80fd\u770b\u5230\u8f93\u5165\u3001\u8f93\u51fa\u3001\u9650\u5236\u548c\u5f02\u5e38\uff0c\u800c\u975e\u53ea\u770b\u4e00\u4e2a\u5206\u6570<\/td>\n<\/tr>\n<tr>\n<td>\u5224\u65ad\u8005<\/td>\n<td>\u7406\u89e3\u4efb\u52a1\uff0c\u6709\u8db3\u591f\u65f6\u95f4\u8fdb\u884c\u72ec\u7acb\u5224\u65ad<\/td>\n<\/tr>\n<tr>\n<td>\u5e72\u9884\u8005<\/td>\n<td>\u80fd\u591f\u6682\u505c\u3001\u4fee\u6539\u3001\u62d2\u7edd\u5e76\u5347\u7ea7\u5904\u7406<\/td>\n<\/tr>\n<tr>\n<td>\u8d23\u4efb\u8005<\/td>\n<td>\u77e5\u9053\u81ea\u5df1\u4e3a\u4f55\u7b7e\u5b57\uff0c\u5e76\u5bf9\u540e\u7eed\u7ed3\u679c\u8d1f\u8d23<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u8b66\u60d5\u201c\u81ea\u52a8\u5316\u987a\u4ece\u201d<\/strong><\/p>\n<p>\u5f53AI\u8fde\u7eed\u591a\u6b21\u8868\u73b0\u6b63\u5e38\uff0c\u4eba\u5bb9\u6613\u505c\u6b62\u8ba4\u771f\u68c0\u67e5\u3002\u53ef\u4ee5\u968f\u673a\u63d2\u5165\u9700\u8981\u4eba\u5de5\u5224\u65ad\u7684\u6d4b\u8bd5\u6848\u4f8b\uff0c\u8f6e\u6362\u590d\u6838\u6837\u672c\uff0c\u5e76\u8bb0\u5f55\u63a8\u7ffbAI\u7684\u6bd4\u4f8b\u4e0e\u7406\u7531\u3002\u5982\u679c\u7cfb\u7edf\u51e0\u4e4e\u4ece\u672a\u88ab\u8d28\u7591\uff0c\u672a\u5fc5\u8bf4\u660e\u5b83\u5b8c\u7f8e\uff0c\u4e5f\u53ef\u80fd\u8bf4\u660e\u76d1\u7763\u5931\u6548\u3002<\/p>\n<blockquote>\n<p>\u4eba\u7c7b\u53c2\u4e0e\u4e0d\u662f\u4e00\u4e2a\u4f4d\u7f6e\uff0c\u800c\u662f\u4e00\u7ec4\u771f\u5b9e\u53ef\u7528\u7684\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n<p>\u9ad8\u5f71\u54cd\u51b3\u5b9a\u8fd8\u5e94\u786e\u4fdd\u88ab\u5f71\u54cd\u8005\u53ef\u4ee5\u83b7\u5f97\u89e3\u91ca\u3001\u7ea0\u6b63\u4e8b\u5b9e\u9519\u8bef\uff0c\u5e76\u627e\u5230\u4e00\u4e2a\u771f\u6b63\u6709\u6743\u6539\u53d8\u7ed3\u679c\u7684\u4eba\u3002<\/p>\n<p><strong>\u53c2\u8003\u8d44\u6599<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/www.unesco.org\/en\/articles\/recommendation-ethics-artificial-intelligence\" rel=\"noopener\" target=\"_blank\">UNESCO\uff1a\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u5efa\u8bae\u4e66<\/a><\/li>\n<li><a href=\"https:\/\/www.oecd.org\/en\/topics\/ai-principles.html\" rel=\"noopener\" target=\"_blank\">OECD\uff1a\u4eba\u5de5\u667a\u80fd\u539f\u5219<\/a><\/li>\n<\/ul>\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":"A simple approval button in an AI workflow is not meaningful oversight; 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