[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-agentic-coding":3},{"tag":4,"articles":11,"peer_article_count":146},{"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.",[12,21,29,36,44,52,59,66,73,80,87,94,101,109,117,124,131,139],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"d98bcfa9-686a-4465-8371-ba06d04b9799","claude-code-turns-agent-setup-into-terminal-work-zh","Claude Code 讓代理設定變終端工作","我把 Claude Code 和 OpenHands 拆成團隊可直接套用的選型模板，重點放在安裝成本、沙箱、模型政策與採用門檻。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782731910840-j284.png","zh","2026-06-29T11:18:01.715271+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":26,"image_url":27,"cover_image":27,"language":19,"created_at":28},"b35253ea-2560-4946-b07c-d88453dc865c","gpt-56-rumors-2m-context-coding-gains-zh","GPT-5.6 傳聞：2M 上下文與寫碼升級","傳聞指 \u003Ca href=\"https:\u002F\u002Fopenai.com\" target=\"_blank\" rel=\"noopener\">OpenAI\u003C\u002Fa> 可能在 6 月 25 日推出 GPT-5.6，主打 200 萬 token 上下文、agentic coding 與更低定價，直接對上 \u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\" target=\"_blank\" rel=\"noopener\">Anthropic\u003C\u002Fa>。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782248567342-p2kg.png","2026-06-23T21:02:23.185525+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":17,"image_url":34,"cover_image":34,"language":19,"created_at":35},"45ae2326-cf6b-4164-883b-f33e48428502","windsurf-model-router-ide-opinion-june-2026-zh","Windsurf 正在變成模型路由器，而不只是 IDE","Windsurf 在 2026 年 6 月的更新顯示，它正在從程式編輯器轉向模型路由平台，真正的產品重心已經變成模型選擇、任務編排與驗證。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781871473044-8win.png","2026-06-19T12:17:22.381+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":41,"image_url":42,"cover_image":42,"language":19,"created_at":43},"88039142-d59c-4ee5-b9f4-f737920c022d","grok-updates-change-how-i-code-zh","5 個 Grok 更新，把我寫 code 的方式改掉","我拆 Grok 這波更新：大模型、worktrees、API beta、語音與影片工具，哪些真能改寫開發流程。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781126309273-wrbl.png","2026-06-10T21:17:56.434503+00:00",{"id":45,"slug":46,"title":47,"summary":48,"category":49,"image_url":50,"cover_image":50,"language":19,"created_at":51},"1960b819-d6b4-446c-9326-2bb4de2c9964","microsoft-first-reasoning-model-tracker-plain-english-zh","Microsoft 首個推理模型怎麼看","我把 ZDNET 的模型 tracker 拆成一套可抄的評估框架，讓你不用吞完 PR 也能判斷新 AI 模型值不值得碰。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780610598250-8v5r.png","2026-06-04T22:02:49.319184+00:00",{"id":53,"slug":54,"title":55,"summary":56,"category":41,"image_url":57,"cover_image":57,"language":19,"created_at":58},"69a687bc-7c77-4370-bcb0-58c6838d262e","why-devin-ai-is-overrated-software-engineer-zh","為什麼 Devin AI 被高估：它不是軟體工程師","Devin AI 很強，但它離真正的自主軟體工程師還差得很遠。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779816956745-ha8k.png","2026-05-26T17:35:25.705496+00:00",{"id":60,"slug":61,"title":62,"summary":63,"category":17,"image_url":64,"cover_image":64,"language":19,"created_at":65},"174794cd-f1f9-49a6-822a-94601a83181c","sonar-acquires-gitar-ai-code-review-zh","Sonar 收購 Gitar 強化 AI Code Review","Sonar 於 2026 年 5 月 21 日收購 Gitar，把 AI code review 納入 SonarQube。這筆交易把生成、審查與驗證串成同一條流程，直指代理寫碼時的品質與風險控管。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779761178098-y15q.png","2026-05-26T02:05:28.192885+00:00",{"id":67,"slug":68,"title":69,"summary":70,"category":41,"image_url":71,"cover_image":71,"language":19,"created_at":72},"16b899c7-3861-4030-bac6-e7bdefb93cf9","zero-turns-compiler-errors-into-agent-ready-json-zh","Zero 把編譯錯誤變成 JSON","我拆 Vercel Zero 的 agent-first 編譯器設計，順手給你一份可直接抄走的結構化診斷模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779745044037-gkmf.png","2026-05-25T21:35:55.593391+00:00",{"id":74,"slug":75,"title":76,"summary":77,"category":17,"image_url":78,"cover_image":78,"language":19,"created_at":79},"b884e77c-fe4c-4d04-890b-03f258c8a760","why-claude-code-and-qoder-beat-chatty-ai-coding-tools-zh","為什麼 Claude Code 和 Qoder 打敗只會聊天的 AI 寫碼工具","Claude Code 和 Qoder 之所以更強，不是因為聊天更順，而是因為它們更能完成跨檔案、可驗證的真實開發任務。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779588953509-1axo.png","2026-05-24T02:15:25.05257+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":49,"image_url":85,"cover_image":85,"language":19,"created_at":86},"3fb9d18e-00b4-475e-81d7-969c0fbf8ecd","why-amazon-q-developer-is-wrong-future-coding-zh","為什麼 Amazon Q Developer 看錯了寫程式的未來","Amazon Q Developer 是強大的 AWS 助手，但它不該被當成軟體開發未來的通用模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779177252167-2fgt.png","2026-05-19T07:53:38.309396+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":17,"image_url":92,"cover_image":92,"language":19,"created_at":93},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778073044189-4fdx.png","2026-05-06T13:10:26.367724+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":26,"image_url":99,"cover_image":99,"language":19,"created_at":100},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777901476372-7tf9.png","2026-05-04T13:30:40.486692+00:00",{"id":102,"slug":103,"title":104,"summary":105,"category":106,"image_url":107,"cover_image":107,"language":19,"created_at":108},"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":110,"slug":111,"title":112,"summary":113,"category":26,"image_url":114,"cover_image":115,"language":19,"created_at":116},"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":118,"slug":119,"title":120,"summary":121,"category":41,"image_url":122,"cover_image":122,"language":19,"created_at":123},"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。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776643621941-qy36.png","2026-04-20T00:06:35.013148+00:00",{"id":125,"slug":126,"title":127,"summary":128,"category":26,"image_url":129,"cover_image":129,"language":19,"created_at":130},"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":132,"slug":133,"title":134,"summary":135,"category":26,"image_url":136,"cover_image":137,"language":19,"created_at":138},"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":140,"slug":141,"title":142,"summary":143,"category":26,"image_url":136,"cover_image":144,"language":19,"created_at":145},"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",20]