[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-knowledge-layer":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"a1b21009-599b-45db-8091-6da2736df2c6","knowledge layer","knowledge-layer",0,null,[11,20],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"261fa342-f7bb-4330-a97a-a95f10ae3f94","why-rag-is-ending-for-agentic-ai-zh","為什麼 RAG 正在結束，agentic AI 需要的是編譯式知識層","RAG 不再適合作為 agentic AI 的預設架構，因為代理需要可重用、可驗證的編譯式知識層，而不是每一步都重新檢索原始文本。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778105450961-s3p1.png","zh","2026-05-06T22:10:28.570639+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":16,"image_url":25,"cover_image":25,"language":18,"created_at":26},"7a9fa13f-1fbb-438f-bdc7-c47cc5cd1dae","agentic-ai-moving-past-rag-knowledge-layer-zh","Agentic AI 為何開始跳過 RAG","Agentic AI 正從 RAG 轉向預先編譯的知識層，重點是減少推理時重複讀資料、降 token 成本，讓多步驟代理更好控。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778055061154-hqfw.png","2026-05-06T08:10:37.387055+00:00"]