{"id":16785,"date":"2026-08-12T00:00:24","date_gmt":"2026-08-11T14:00:24","guid":{"rendered":"https:\/\/geoffreychen.com\/why-a-better-model-does-not-create-a-better-ai-system\/"},"modified":"2026-08-12T00:00:24","modified_gmt":"2026-08-11T14:00:24","slug":"why-a-better-model-does-not-create-a-better-ai-system","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/why-a-better-model-does-not-create-a-better-ai-system\/","title":{"rendered":"\u8d2d\u4e70\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u7b49\u4e8e\u5efa\u7acb\u4e86\u66f4\u597d\u7684AI\u7cfb\u7edf\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 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Playbook\u8981\u6c42\u4f7f\u7528\u9002\u5408\u4efb\u52a1\u7684\u5de5\u5177\uff0c\u5e76\u628a\u76ee\u6807\u3001\u56e2\u961f\u3001\u91c7\u8d2d\u3001\u751f\u547d\u5468\u671f\u3001\u4eba\u5de5\u63a7\u5236\u548c\u4fdd\u8bc1\u540c\u65f6\u7eb3\u5165\u5efa\u8bbe\u8fc7\u7a0b\u3002<a href=\"https:\/\/www.gov.uk\/government\/publications\/ai-playbook-for-the-uk-government\/artificial-intelligence-playbook-for-the-uk-government-html\" target=\"_blank\" rel=\"noopener\">UK Government\uff1aAI Playbook<\/a><\/p>\n<p>\u8fd9\u610f\u5473\u7740\u91c7\u8d2d\u5bf9\u8c61\u4e0d\u5e94\u53ea\u662fAPI\u6216\u8bb8\u53ef\u8bc1\uff0c\u800c\u5e94\u662f\u4e00\u9879\u670d\u52a1\u80fd\u529b\uff1a\u5728\u6307\u5b9a\u60c5\u5883\u4e2d\u8fbe\u5230\u4ec0\u4e48\u7ed3\u679c\uff1b\u4f7f\u7528\u54ea\u4e9b\u6570\u636e\uff1b\u51fa\u73b0\u53d8\u5316\u600e\u6837\u901a\u77e5\uff1b\u5982\u4f55\u63d0\u4f9b\u65e5\u5fd7\uff1b\u5982\u4f55\u6d4b\u8bd5\uff1b\u5408\u540c\u7ed3\u675f\u540e\u600e\u6837\u8fc1\u79fb\u3002<\/p>\n<h2>\u7b2c\u4e09\u65b9\u6a21\u578b\u5e26\u6765\u4f9b\u5e94\u94fe\u800c\u4e0d\u662f\u66ff\u7ec4\u7ec7\u627f\u62c5\u8d23\u4efb<\/h2>\n<p>\u8d2d\u4e70\u6a21\u578b\u53ef\u4ee5\u51cf\u5c11\u57fa\u7840\u7814\u53d1\uff0c\u5374\u589e\u52a0\u5bf9\u5916\u90e8\u7ec4\u4ef6\u7684\u4f9d\u8d56\u3002\u4f9b\u5e94\u5546\u53ef\u80fd\u6539\u53d8\u6a21\u578b\u3001\u4ef7\u683c\u3001\u9650\u5236\u3001\u6570\u636e\u5730\u70b9\u6216\u652f\u6301\u653f\u7b56\u3002\u5373\u4f7fAPI\u540d\u79f0\u4e0d\u53d8\uff0c\u8f93\u51fa\u884c\u4e3a\u4e5f\u53ef\u80fd\u53d8\u5316\u3002<\/p>\n<p>NCSC\u5b89\u5168AI\u5f00\u53d1\u6307\u5357\u8981\u6c42\u7ec4\u7ec7\u8bc4\u4f30\u548c\u76d1\u63a7AI\u4f9b\u5e94\u94fe\uff0c\u5bf9\u6a21\u578b\u3001\u6570\u636e\u3001\u8f6f\u4ef6\u3001\u5916\u90e8API\u7b49\u8d44\u4ea7\u8fdb\u884c\u8bb0\u5f55\uff0c\u5e76\u4e3a\u5173\u952e\u7cfb\u7edf\u51c6\u5907\u66ff\u4ee3\u65b9\u6848\u3002<a href=\"https:\/\/www.ncsc.gov.uk\/collection\/guidelines-secure-ai-system-development\/guidelines\/secure-development\" target=\"_blank\" rel=\"noopener\">NCSC\uff1aSecure development<\/a><\/p>\n<p>\u4f9b\u5e94\u5546\u8d1f\u8d23\u5176\u627f\u8bfa\u7684\u670d\u52a1\u548c\u7ec4\u4ef6\uff1b\u91c7\u7528\u673a\u6784\u4ecd\u8d1f\u8d23\u5224\u65ad\u8be5\u7ec4\u4ef6\u662f\u5426\u9002\u5408\u81ea\u5df1\u7684\u7528\u4f8b\u3001\u600e\u6837\u914d\u7f6e\u3001\u5141\u8bb8\u54ea\u4e9b\u6570\u636e\u8fdb\u5165\uff0c\u4ee5\u53ca\u6700\u7ec8\u7ed3\u679c\u5982\u4f55\u88ab\u4f7f\u7528\u3002<\/p>\n<p>\u201c\u8fd9\u662f\u5e02\u573a\u4e0a\u6700\u597d\u7684\u6a21\u578b\u201d\u4e0d\u662f\u4e00\u4efd\u98ce\u9669\u63a5\u53d7\u7406\u7531\u3002<\/p>\n<h2>\u9501\u5b9a\u901a\u5e38\u53d1\u751f\u5728\u6a21\u578b\u5468\u56f4<\/h2>\n<p>\u8bb8\u591a\u7ec4\u7ec7\u62c5\u5fc3\u65e0\u6cd5\u66f4\u6362\u6a21\u578b\uff0c\u4f46\u771f\u6b63\u7684\u5207\u6362\u6210\u672c\u6765\u81ea\u6574\u4e2a\u751f\u6001\uff1a\u4e13\u6709\u5de5\u5177\u8c03\u7528\u3001\u63d0\u793a\u683c\u5f0f\u3001\u5411\u91cf\u5e93\u3001\u8bc4\u6d4b\u3001\u76d1\u63a7\u3001\u8eab\u4efd\u7cfb\u7edf\u3001\u5408\u540c\u548c\u5458\u5de5\u4e60\u60ef\u3002<\/p>\n<p>OECD\u5bf9AI\u5e02\u573a\u53d1\u5c55\u7684\u7814\u7a76\u6307\u51fa\uff0c\u6a21\u578b\u5207\u6362\u80fd\u529b\u662f\u7ade\u4e89\u7684\u91cd\u8981\u6761\u4ef6\uff0c\u800c\u6280\u672f\u548c\u5176\u4ed6\u5207\u6362\u6210\u672c\u53ef\u80fd\u5f62\u6210\u9501\u5b9a\u3002<a href=\"https:\/\/www.oecd.org\/content\/dam\/oecd\/en\/publications\/reports\/2025\/06\/developments-in-artificial-intelligence-markets-new-indicators-based-on-model-characteristics-prices-and-providers_75e50b2a\/9302bf46-en.pdf\" target=\"_blank\" rel=\"noopener\">OECD\uff1aDevelopments in Artificial Intelligence Markets<\/a><\/p>\n<p>\u964d\u4f4e\u9501\u5b9a\u4e0d\u4e00\u5b9a\u8981\u6c42\u540c\u65f6\u8fd0\u884c\u591a\u4e2a\u4f9b\u5e94\u5546\u3002\u7ec4\u7ec7\u81f3\u5c11\u5e94\u628a\u81ea\u5df1\u7684\u77e5\u8bc6\u3001\u6d4b\u8bd5\u6837\u672c\u3001\u4e1a\u52a1\u89c4\u5219\u548c\u64cd\u4f5c\u8bb0\u5f55\u4fdd\u5b58\u5728\u53ef\u8fc1\u79fb\u5f62\u5f0f\u4e2d\uff1b\u628a\u6a21\u578b\u8c03\u7528\u9694\u79bb\u5728\u6e05\u695a\u63a5\u53e3\u540e\uff1b\u5728\u5408\u540c\u4e2d\u660e\u786e\u6570\u636e\u3001\u65e5\u5fd7\u3001\u901a\u77e5\u548c\u9000\u51fa\u4e49\u52a1\u3002<\/p>\n<p>\u771f\u6b63\u5c5e\u4e8e\u7ec4\u7ec7\u7684\u8d44\u4ea7\uff0c\u4e0d\u5e94\u53ea\u662f\u67d0\u4e2a\u4f9b\u5e94\u5546\u8d26\u6237\u91cc\u7684\u5bf9\u8bdd\u5386\u53f2\u3002<\/p>\n<h2>\u5148\u5b9a\u4f4d\u74f6\u9888\uff0c\u518d\u51b3\u5b9a\u662f\u5426\u5347\u7ea7\u6a21\u578b<\/h2>\n<p>\u9047\u5230\u8d28\u91cf\u95ee\u9898\u65f6\uff0c\u53ef\u4ee5\u6cbf\u5de5\u4f5c\u94fe\u8bca\u65ad\u3002<\/p>\n<p>\u5148\u786e\u8ba4\u8f93\u5165\u662f\u5426\u6b63\u786e\u3001\u5b8c\u6574\u3001\u5f53\u524d\uff1b\u518d\u68c0\u67e5\u68c0\u7d22\u662f\u5426\u627e\u5230\u6743\u5a01\u8d44\u6599\uff1b\u7136\u540e\u89c2\u5bdf\u6a21\u578b\u662f\u5426\u6b63\u786e\u4f7f\u7528\u8d44\u6599\uff1b\u518d\u770b\u5de5\u5177\u8c03\u7528\u662f\u5426\u7b26\u5408\u6743\u9650\uff1b\u6700\u540e\u68c0\u67e5\u8f93\u51fa\u600e\u6837\u88ab\u4eba\u7406\u89e3\u548c\u91c7\u7528\u3002<\/p>\n<p>\u53ea\u6709\u5f53\u9519\u8bef\u786e\u5b9e\u6765\u81ea\u6a21\u578b\u80fd\u529b\uff0c\u5e76\u4e14\u5019\u9009\u6a21\u578b\u5728\u672c\u673a\u6784\u6d4b\u8bd5\u96c6\u4e2d\u663e\u8457\u6539\u5584\uff0c\u5347\u7ea7\u624d\u6709\u4f9d\u636e\u3002\u5426\u5219\uff0c\u66f4\u6362\u6a21\u578b\u53ef\u80fd\u53ea\u662f\u628a\u540c\u4e00\u5931\u8d25\u91cd\u65b0\u5305\u88c5\u3002<\/p>\n<p>NIST AI RMF\u628a\u60c5\u5883\u6620\u5c04\u653e\u5728\u6d4b\u91cf\u548c\u7ba1\u7406\u4e4b\u524d\uff0c\u5f3a\u8c03\u5148\u660e\u786e\u7528\u9014\u3001\u53d7\u5f71\u54cd\u8005\u548c\u98ce\u9669\uff0c\u518d\u9009\u62e9\u63a7\u5236\u3002<a href=\"https:\/\/airc.nist.gov\/airmf-resources\/airmf\/5-sec-core\/\" target=\"_blank\" rel=\"noopener\">NIST AI RMF Core<\/a> 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ff0c\u5b83\u624d\u6784\u6210\u7cfb\u7edf\u5347\u7ea7\uff1b\u5426\u5219\uff0c\u5b83\u53ea\u662f\u7ec4\u4ef6\u66f4\u6362\u3002<\/p>\n<\/blockquote>\n<p>\u597d\u7684AI\u7cfb\u7edf\u4e0d\u662f\u6c38\u8fdc\u7ed1\u5b9a\u6700\u5f3a\u6a21\u578b\uff0c\u800c\u662f\u5728\u6a21\u578b\u3001\u77e5\u8bc6\u3001\u5de5\u5177\u548c\u4eba\u4e4b\u95f4\u5f62\u6210\u53ef\u9a8c\u8bc1\u3001\u53ef\u7ef4\u62a4\u3001\u53ef\u66ff\u6362\u7684\u7ed3\u6784\u3002\u4f9b\u5e94\u5546\u63d0\u4f9b\u80fd\u529b\u7684\u4e00\u90e8\u5206\uff0c\u7ec4\u7ec7\u5fc5\u987b\u5efa\u7acb\u5176\u4f59\u90e8\u5206\u3002<\/p>\n<h3>\u4e3b\u8981\u8d44\u6599<\/h3>\n<ul>\n<li><a href=\"https:\/\/www.gov.uk\/government\/publications\/ai-playbook-for-the-uk-government\/artificial-intelligence-playbook-for-the-uk-government-html\" target=\"_blank\" rel=\"noopener\">UK Government\uff1aArtificial Intelligence Playbook<\/a><\/li>\n<li><a href=\"https:\/\/www.ncsc.gov.uk\/collection\/guidelines-secure-ai-system-development\/guidelines\/secure-development\" target=\"_blank\" rel=\"noopener\">NCSC\uff1aGuidelines for secure AI system development<\/a><\/li>\n<li><a href=\"https:\/\/www.oecd.org\/content\/dam\/oecd\/en\/publications\/reports\/2025\/06\/developments-in-artificial-intelligence-markets-new-indicators-based-on-model-characteristics-prices-and-providers_75e50b2a\/9302bf46-en.pdf\" target=\"_blank\" rel=\"noopener\">OECD\uff1aDevelopments in Artificial Intelligence Markets<\/a><\/li>\n<li><a href=\"https:\/\/airc.nist.gov\/airmf-resources\/airmf\/5-sec-core\/\" target=\"_blank\" rel=\"noopener\">NIST AI Resource Center\uff1aAI RMF Core<\/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":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_geoff_meta_description_en":"Explains why upgrading to a stronger AI model often fails unless the full workflow\u2014retrieval, tools, permissions, tests and governance\u2014is repaired.","_geoff_meta_description_zh":"\u8bf4\u660e\u4e3a\u4f55\u53ea\u6362\u66f4\u5f3a\u6a21\u578b\u5e76\u4e0d\u7b49\u4e8e\u66f4\u597dAI\u7cfb\u7edf\uff1a\u82e5\u4e0d\u4fee\u590d\u68c0\u7d22\u3001\u5de5\u5177\u6743\u9650\u3001\u8bc4\u6d4b\u4e0e\u6cbb\u7406\uff0c\u9519\u8bef\u4f1a\u88ab\u66f4\u6709\u8bf4\u670d\u529b\u5730\u590d\u73b0\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":[787296336,787296387,787296388,787296338,787296367,787296389,787295826,787296368],"class_list":["post-16785","post","type-post","status-publish","format-standard","hentry","category-after-ai-enters-the-workflow","tag-after-ai-enters-the-workflow","tag-ai-systems","tag-ai-systems-zh","tag-after-ai-enters-the-workflow-zh","tag-from-personal-tool-to-organisational-capability","tag-model-upgrades","tag-model-updates-zh","tag-from-personal-tool-to-organisational-capability-zh",""],"translatepress_titles":{"en_AU":"Why Doesn\u2019t Buying a Better Model Create a Better AI System?","zh_CN":"\u8d2d\u4e70\u66f4\u5f3a\u7684\u6a21\u578b\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u7b49\u4e8e\u5efa\u7acb\u4e86\u66f4\u597d\u7684AI\u7cfb\u7edf\uff1f"},"jetpack_publicize_connections":[],"jetpack_likes_enabled":false,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/p1ar9H-4mJ","jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16785","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=16785"}],"version-history":[{"count":0,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/posts\/16785\/revisions"}],"wp:attachment":[{"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/media?parent=16785"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/categories?post=16785"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geoffreychen.com\/zh\/wp-json\/wp\/v2\/tags?post=16785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}