[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-token-efficiency":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"57b90352-2585-4949-b0d6-476ed7697206","token efficiency","token-efficiency",2,null,[11,20],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"c08ca60b-663e-4302-b251-5ba96e54d6e3","why-latent-agents-proves-internalized-debate-zh","為什麼 Latent Agents 證明多代理辯論應該內化","Latent Agents 證明，多代理辯論最有效的形態不是外掛一群代理，而是讓單一模型把辯論能力內化，才能同時降成本、降延遲、保留推理品質。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777944646565-lmet.png","zh","2026-05-05T01:30:21.49681+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":16,"image_url":25,"cover_image":25,"language":18,"created_at":26},"6581dbcf-4d19-4d97-bc10-371b2e66aab1","recursive-multi-agent-systems-token-efficiency-zh","遞迴多代理系統可省 token","RecursiveMAS 把多代理協作改成潛在空間的遞迴計算，主打更少 token、更快推論，摘要宣稱平均準確率提升 8.3%。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777442638259-m4uc.png","2026-04-29T06:03:39.163322+00:00"]