[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-representation-fine-tuning":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"6a70eb3e-d42b-4b2f-84cc-79b3b488b67d","representation fine-tuning","representation-fine-tuning",0,null,[11],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"ec8ce723-21d9-45ee-b847-ae02eeb9b6fa","why-fine-tuning-still-beats-prompt-only-ai-en","Why fine-tuning still beats prompt-only AI","Fine-tuning remains the best way to make foundation models reliable for specific tasks.","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780120969583-b3ff.png","en","2026-05-30T06:02:22.115702+00:00"]