[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-agentic-coding":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"9739b73b-e42a-4dc3-a906-b1f97a56db6f","agentic coding","agentic-coding",12,"Agentic coding 指的是讓模型不只回答程式問題，而是能規劃、修改、測試並反覆修正整個開發流程。這類工作流常牽涉工具呼叫、多代理協作、長上下文與高額 token 成本，也直接影響 SWE-bench、Claude Code 與開源模型部署策略。","Agentic coding refers to models that plan, edit, test, and iterate across a software task instead of answering a single prompt. It raises practical issues around tool use, multi-agent coordination, long contexts, token cost, and deployment choices for SWE-bench-style workflows and Claude Code-like setups.",[12,21,29,37,45,53,60,68],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"dc2d85e7-99bc-41fe-9a63-960e71e60e85","why-claude-opus-4-7-is-right-for-copilot-now-zh","為什麼 Claude Opus 4.7 現在就是 Copilot 的正確選擇","Claude Opus 4.7 應該成為 Copilot 的新預設，因為它更適合長流程、工具密集的寫碼任務，也更能降低反覆修正的成本。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778073044189-4fdx.png","zh","2026-05-06T13:10:26.367724+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":26,"image_url":27,"cover_image":27,"language":19,"created_at":28},"8d3e404f-589a-477a-8457-2c27bbfb7038","kimi-k26-qwen-36-open-source-frontier-gap-zh","Kimi K2.6 與 Qwen 3.6 拉近差距","Kimi K2.6 和 Qwen 3.6 這兩個 open-weight 模型，已經在 coding 和 agent 任務上逼近閉源模型。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777901476372-7tf9.png","2026-05-04T13:30:40.486692+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":34,"image_url":35,"cover_image":35,"language":19,"created_at":36},"b2725e14-d169-4ef3-9b57-0cc23a7e9338","ai-agents-token-spending-coding-tasks-zh","AI 代理寫程式：token 比 chat 多燒 1000 倍","這篇研究看 SWE-bench Verified 上的代理式寫程式，發現 token 花費可比一般 code chat 高出 1000 倍，且多半是 input 在燒錢，成本還很難預測。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777270011749-e4p3.png","2026-04-27T06:06:37.206415+00:00",{"id":38,"slug":39,"title":40,"summary":41,"category":26,"image_url":42,"cover_image":43,"language":19,"created_at":44},"14d41e89-8fff-4e3a-b021-2a64f29279ca","qwen36-27b-open-source-coding-model-zh","Qwen3.6-27B：更小卻更準的寫碼路線","Qwen3.6-27B 是 27B dense multimodal 模型，在 SWE-bench Verified 拿到 77.2，還贏過更大的 Qwen3.5-397B-A17B。對開發團隊來說，這代表更好部署，也更適合 agentic coding。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777260630350-1mxe.png","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Fskill-cover-qwen36-27b-zh_-1777263004.png","2026-04-27T00:12:38.326898+00:00",{"id":46,"slug":47,"title":48,"summary":49,"category":50,"image_url":51,"cover_image":51,"language":19,"created_at":52},"f90f5880-c4f9-4ecd-ade1-3d3fa05dd527","multi-agent-coding-distributed-systems-zh","多代理寫程式像分散式系統","Hacker News 一篇討論把多代理寫程式比作分散式系統。重點不是模型多聰明，而是怎麼用階段、檢查點、共享狀態，把不穩定的 LLM 變成可控流程。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776643621941-qy36.png","2026-04-20T00:06:35.013148+00:00",{"id":54,"slug":55,"title":56,"summary":57,"category":26,"image_url":58,"cover_image":58,"language":19,"created_at":59},"1c99e395-4b38-4793-9604-1de54b9f2897","qwen36-35b-a3b-open-source-coding-model-zh","Qwen3.6-35B-A3B 打開開源寫碼新路線","Qwen3.6-35B-A3B 以 35B 總參數、3B 啟用參數和 Anthropic API 相容性，直接瞄準 Claude Code 工作流。這款開源 MoE 模型想把效能、成本和工具整合一次做到位。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776643431808-tti7.png","2026-04-20T00:03:37.398827+00:00",{"id":61,"slug":62,"title":63,"summary":64,"category":26,"image_url":65,"cover_image":66,"language":19,"created_at":67},"c4b6186f-bd84-4598-997e-c6e31d543c0d","cursor-composer-2-agentic-coding-model-zh","Cursor Composer 2 走向代理式寫碼","Cursor 推出 Composer 2，CursorBench 61.3、Terminal-Bench 2.0 61.7，主打代理式寫碼與高量產團隊的成本效率。",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774497597106-o12v.png","2026-03-28T03:13:06.422716+00:00",{"id":69,"slug":70,"title":71,"summary":72,"category":26,"image_url":65,"cover_image":73,"language":19,"created_at":74},"9e1044b4-946d-47fe-9e2a-c2ee032e1164","xiaomi-mimo-v2-pro-1t-moe-agents-zh","小米 MiMo-V2-Pro 登場：1T MoE 模型","小米推出 MiMo-V2-Pro，總參數超過 1T、每 token 啟用 42B，還有 1M context。SWE-bench 成績逼近 Claude Sonnet 4.6，價格卻低很多。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597397882-x4i9.png","2026-03-28T03:06:19.002353+00:00"]