[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-multi-agent-systems":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"b2141a97-74e4-424c-a2c0-ae8ee60211ac","multi-agent systems","multi-agent-systems",9,"多代理系統把規劃、工具呼叫與驗證拆成多個角色，適合長任務、科學流程與自動化工作流；但也帶來記憶污染、協調成本與 token 開銷，因此遞迴式設計、Harness 架構與可演化流程成為重點。","Multi-agent systems split planning, tool use, and verification across roles, making them useful for long-running tasks, scientific workflows, and automation. The trade-offs are coordination cost, context pollution, and token use, which is why recursive designs, harness engineering, and adaptive pipelines matter.",[12,21,28,36,44,51],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"3eb9b4dc-22ef-461a-ba50-36b2af25bb0f","llm-only-social-networks-emergent-behavior-en","What LLM-only social networks reveal","A study of a Facebook-like platform filled with LLM agents analyzes 184,203 posts and 465,136 comments to map emergent social behavior.","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778050853077-ap7o.png","en","2026-05-06T07:00:33.817018+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":17,"image_url":26,"cover_image":26,"language":19,"created_at":27},"7334b61a-3415-4eb8-81ee-7945f1051a7e","recursive-multi-agent-systems-token-efficiency-en","Recursive Multi-Agent Systems Could Cut Token Use","RecursiveMAS treats a whole multi-agent setup as one recursive latent computation, reporting 8.3% accuracy gains and big token savings.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777442638690-4ab9.png","2026-04-29T06:03:40.742312+00:00",{"id":29,"slug":30,"title":31,"summary":32,"category":33,"image_url":34,"cover_image":34,"language":19,"created_at":35},"8bce028d-4ea9-493b-8a9f-df5a1b373838","free-ai-agent-resources-bookmark-guide-en","Free AI Agent Resources Worth Bookmarking","A curated GitHub hub for AI agents packs beginner courses, code labs, and frameworks from Microsoft, LangChain, OpenAI, and more.","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776906237158-iwku.png","2026-04-23T01:03:40.47511+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":41,"image_url":42,"cover_image":42,"language":19,"created_at":43},"ed53d5e3-fe2f-4824-91f7-9ab3cfb89bed","harness-engineering-long-running-multi-agent-systems-en","Harness Engineering for Long-Running Multi-Agent Systems","A context-reset design keeps each Claude Code run clean, turning Planner output into JSON so Generator stays focused on the task.","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775629495708-uovc.png","2026-04-08T06:24:33.921066+00:00",{"id":45,"slug":46,"title":47,"summary":48,"category":17,"image_url":49,"cover_image":49,"language":19,"created_at":50},"6fc2f489-d3b6-4585-89d7-a4b955b8ad54","mimosa-evolving-multi-agent-science-workflows-en","Mimosa builds evolving multi-agent science workflows","Mimosa auto-builds and refines scientific agent workflows, aiming to beat rigid pipelines with adaptive tool use and logged execution traces.","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775113474504-cs8r.png","2026-04-02T05:30:27.20661+00:00",{"id":52,"slug":53,"title":54,"summary":55,"category":41,"image_url":56,"cover_image":57,"language":19,"created_at":58},"04f29b7f-9b91-4306-89a7-97d725e6e1ba","openai-backs-isara-agent-swarm-bet-en","OpenAI backs Isara’s agent-swarm bet","OpenAI joined a $94M round for Isara, a nine-month-old startup at a $650M valuation, betting on multi-agent AI at scale.",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774499608764-9y41.png","2026-03-28T03:15:27.849766+00:00"]