[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-cursor-3-parallel-agents-design-mode-zh":3,"article-related-cursor-3-parallel-agents-design-mode-zh":29,"series-tools-fa10927a-a707-4851-99dc-8718bf166bf8":86},{"id":4,"slug":5,"title":6,"content":7,"summary":8,"source":9,"source_url":10,"author":11,"image_url":12,"cover_image":12,"category":13,"language":14,"translated_content":11,"related_article_id":15,"keywords":16,"key_takeaways":11,"views":26,"created_at":27,"published_at":28,"topic_cluster_id":11},"fa10927a-a707-4851-99dc-8718bf166bf8","cursor-3-parallel-agents-design-mode-zh","Cursor 3 加入平行代理與設計模式","\u003Cp>\u003Ca href=\"https:\u002F\u002Fcursor.com\" target=\"_blank\" rel=\"noopener\">Cursor\u003C\u002Fa> 剛推 \u003Ca href=\"https:\u002F\u002Fcursor.com\u002Fchangelog\" target=\"_blank\" rel=\"noopener\">Cursor 3\u003C\u002Fa>。這次不是小修小補。它直接把編輯器改成代理控制台。\u003C\u002Fp>\u003Cp>最有感的變化，是可以平行跑很多 agents。你可以放在本機、git worktree、雲端 VM，還能接遠端 SSH。講白了，就是讓 AI 幫你同時做多件事。\u003C\u002Fp>\u003Cp>這種設計很有意思。以前大家問的是 AI 會不會寫程式。現在 Cursor 問的是，你要讓幾個任務一起跑，還要不要自己盯著每個分頁。\u003C\u002Fp>\u003Ch2>Cursor 3 的核心是平行工作\u003C\u002Fh2>\u003Cp>Cursor 3 的重點，是新的 Agents Window。官方說，它能在多個環境平行跑 agents。包含本機、worktree、雲端沙盒，還有遠端 SSH 目標。這不是單一聊天框的思路。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775182378368-urz9.png\" alt=\"Cursor 3 加入平行代理與設計模式\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>以前你多半是一個 chat 接一個任務。現在 Cursor 讓你把任務拆開。前端改 UI，後端修 bug，另一個 agent 去比對模型輸出。這才像真的在管一支小隊。\u003C\u002Fp>\u003Cp>另外，原本在編輯器裡的原生 worktree 支援，也搬進 Agents Window。這很實際。worktree 的好處，就是實驗不會撞到主分支。對團隊來說，這比漂亮介面更重要。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>平行環境：\u003C\u002Fstrong>本機、worktree、雲端、遠端 SSH\u003C\u002Fli>\u003Cli>\u003Cstrong>隔離性：\u003C\u002Fstrong>每個任務各自獨立\u003C\u002Fli>\u003Cli>\u003Cstrong>比較模式：\u003C\u002Fstrong>\u002Fbest-of-n 可同時跑多個模型\u003C\u002Fli>\u003Cli>\u003Cstrong>工作分流：\u003C\u002Fstrong>編輯器負責寫碼，Agents Window 負責調度\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>Design Mode 讓瀏覽器變成回饋現場\u003C\u002Fh2>\u003Cp>Cursor 的 Design Mode，我覺得很務實。你可以在瀏覽器裡直接標註 UI 元素，再把 agent 指到你要改的地方。這比一直用文字描述「按鈕往上移一點」準多了。\u003C\u002Fp>\u003Cp>對前端工程師來說，這會少掉很多溝通成本。AI 最常卡住的地方，不是它不會寫，而是它不知道你到底在指哪個元件。Design Mode 就是在補這個洞。\u003C\u002Fp>\u003Cp>官方也列了快捷鍵。像是 Cmd+Shift+D 切換 Design Mode，Shift+drag 選區塊，Cmd+L 把元素丟進聊天，\u003Ca href=\"\u002Fnews\u002Fopenai-anthropic-eye-historic-ipos-zh\">Op\u003C\u002Fa>tion+click 把元素加到輸入框。這些操作很明確，代表它不是玩票。\u003C\u002Fp>\u003Cblockquote>“The future of software is about making software creation accessible to everyone.” — Michael Truell，Cursor 共同創辦人兼執行長，接受 \u003Ca href=\"https:\u002F\u002Fwww.forbes.com\u002Fsites\u002Falexkonrad\u002F2024\u002F08\u002F08\u002Fcursor-ai-coding-assistant-raises-60-million-at-400-million-valuation\u002F\" target=\"_blank\" rel=\"noopener\">Forbes\u003C\u002Fa> 訪問時說過\u003C\u002Fblockquote>\u003Cp>這句話放在 Cursor 3 很貼切。產品已經不只是 editor + autocompl\u003Ca href=\"\u002Fnews\u002Fmetas-manus-deal-faces-china-regulatory-heat-zh\">et\u003C\u002Fa>e。它更像是用 agents、UI context、隔離執行環境，去組一套新的開發流程。\u003C\u002Fp>\u003Cp>說真的，這種轉向很像從「叫 AI 幫你打字」變成「叫 AI 幫你跑流程」。差很多。\u003C\u002Fp>\u003Ch2>價格、控管與企業功能更清楚\u003C\u002Fh2>\u003Cp>Cursor 3 也把企業功能講得更直白。像是 human-readable \u003Ca href=\"\u002Fnews\u002Fclaude-code-leak-vidar-malware-github-zh\">aud\u003C\u002Fa>it logs、團隊層級的 secrets 管理、還有可以關掉「Made with Cursor」標示的企業選項。這些東西，才是公司真的會看的。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775182365235-skzn.png\" alt=\"Cursor 3 加入平行代理與設計模式\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>另外，這版也補了不少效能與穩定性。大型檔案 diff 繪製更快、記憶體用量更少，browser automation 的範圍也收斂了，讓 subagent 不會亂跑。這些都是很工程師的改善。\u003C\u002Fp>\u003Cp>AI 工具真正進公司，靠的不是 demo。靠的是在爛 repo、長聊天紀錄、半壞的自動化裡，還能撐住。Cursor 這次很明顯是在補這些坑。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>自架雲端代理：\u003C\u002Fstrong>程式碼、build 輸出、secrets 留在內網\u003C\u002Fli>\u003Cli>\u003Cstrong>Composer 2 定價：\u003C\u002Fstrong>Standard 為 $0.50\u002FM input、$2.50\u002FM output tokens\u003C\u002Fli>\u003Cli>\u003Cstrong>Fast 定價：\u003C\u002Fstrong>$1.50\u002FM input、$7.50\u002FM output tokens\u003C\u002Fli>\u003Cli>\u003Cstrong>整合生態：\u003C\u002Fstrong>Slack、Linear、GitHub、PagerDuty、webhooks\u003C\u002Fli>\u003Cli>\u003Cstrong>外掛擴充：\u003C\u002Fstrong>\u003Ca href=\"https:\u002F\u002Fwww.atlassian.com\" target=\"_blank\" rel=\"noopener\">Atlassian\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fwww.datadoghq.com\" target=\"_blank\" rel=\"noopener\">Datadog\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fabout.gitlab.com\" target=\"_blank\" rel=\"noopener\">GitLab\u003C\u002Fa>、\u003Ca href=\"https:\u002F\u002Fhuggingface.co\" target=\"_blank\" rel=\"noopener\">Hugging Face\u003C\u002Fa>\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>Cursor 不是只在比模型了\u003C\u002Fh2>\u003Cp>這次更新最值得看的，是它透露的市場方向。Cursor 已經不是只想靠模型包裝取勝。它現在在拚的是調度、隔離、瀏覽器上下文，還有企業管控。\u003C\u002Fp>\u003Cp>這讓它跟單純的 AI 編輯器拉開距離。像 \u003Ca href=\"https:\u002F\u002Fopenai.com\u002Findex\u002Fintroducing-codex\u002F\" target=\"_blank\" rel=\"noopener\">OpenAI Codex\u003C\u002Fa> 比較偏向 coding assistant。Cursor 3 則是在處理整段 agent 工作流程。從規劃、編輯、測試，到比較與部署，都想包進來。\u003C\u002Fp>\u003Cp>這也會改變團隊的工作方式。當一個 agent 在 worktree 裡改碼，另一個在 Design Mode 看 UI，第三個在 \u002Fbest-of-n 比模型輸出，真正的瓶頸就變成「你怎麼管理這些工作」。\u003C\u002Fp>\u003Cp>和舊版 editor-centric 流程比起來，這次的差異很明顯：\u003C\u002Fp>\u003Cul>\u003Cli>\u003Cstrong>舊流程：\u003C\u002Fstrong>一個編輯器、一個聊天框、一條任務線\u003C\u002Fli>\u003Cli>\u003Cstrong>新流程：\u003C\u002Fstrong>多個 agents、獨立工作區、瀏覽器回饋\u003C\u002Fli>\u003Cli>\u003Cstrong>企業流程：\u003C\u002Fstrong>權限、稽核、內網執行\u003C\u002Fli>\u003Cli>\u003Cstrong>模型流程：\u003C\u002Fstrong>直接比多個模型輸出，不再只看單次結果\u003C\u002Fli>\u003C\u002Ful>\u003Cp>我覺得這才是重點。AI coding 工具接下來比的，不是誰的 autocomplete 比較會講話，而是誰比較會協調工作。\u003C\u002Fp>\u003Ch2>這對台灣團隊有什麼意思\u003C\u002Fh2>\u003Cp>如果你是 solo developer，Cursor 3 的平行 agents 很適合拿來切任務。比如一個 agent 修 bug，一個 agent 寫測試，一個 agent 幫你整理 diff。你不用一直切來切去。\u003C\u002Fp>\u003Cp>如果你在團隊裡，企業控管就更重要。內網、自架代理、稽核紀錄，這些都會影響導入速度。很多公司不是不想用 AI，而是怕資料跑出去。\u003C\u002Fp>\u003Cp>台灣很多軟體團隊都在做 SaaS、內部系統、或客製化平台。這些場景很吃流程。Cursor 3 的方向，剛好就是把流程拆細，再讓 agents 去接手。\u003C\u002Fp>\u003Cp>再補一個脈絡。AI coding 工具的競爭，已經從「誰的模型比較強」變成「誰的工作流比較順」。這跟 IDE 的競爭很像。最後贏的，常常不是最炫的，而是最少打斷你的人。\u003C\u002Fp>\u003Ch2>我對 Cursor 3 的判斷\u003C\u002Fh2>\u003Cp>Cursor 3 很像在回答一個問題：如果 AI 真的要進開發流程，它到底該站在哪裡。答案不是只站在編輯器裡。它要站在任務分流、瀏覽器、工作區、還有企業控管中間。\u003C\u002Fp>\u003Cp>我猜下一波大家會更在意兩件事。第一，agents 同時跑多個任務時，會不會亂掉。第二，團隊資料和 secrets 能不能真的守住。這兩個問題，比模型分數更現實。\u003C\u002Fp>\u003Cp>如果你現在就在用 Cursor，我建議先試 Design Mode，再試 worktree 和平行 agents。你會很快知道，這東西是幫你省時間，還是只是把複雜度換個地方放。\u003C\u002Fp>\u003Cp>如果你還沒碰過 Cursor 3，先看它能不能處理你手上的 2 到 3 個真實任務。能的話，再談全面導入。這樣比較不會被 shiny feature 牽著走。\u003C\u002Fp>","Cursor 3 把編輯器變成代理控制台，支援平行 agents、Design Mode、自架雲端代理，還把價格與企業控管講得更清楚。","cursor.com","https:\u002F\u002Fcursor.com\u002Fchangelog",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775182378368-urz9.png","tools","zh","c54b1713-a6d5-4504-b4e2-c39d8a8e8aa9",[17,18,19,20,21,22,23,24,25],"Cursor 3","parallel agents","Design Mode","AI coding","worktree","Agents Window","self-hosted cloud agents","企業控管","人工智慧編輯器",8,"2026-04-03T02:12:27.571842+00:00","2026-04-03T02:12:27.405+00:00",{"tags":30,"relatedLang":45,"relatedPosts":49},[31,33,34,36,38,40,42,43],{"name":17,"slug":32},"cursor-3",{"name":21,"slug":21},{"name":23,"slug":35},"self-hosted-cloud-agents",{"name":22,"slug":37},"agents-window",{"name":18,"slug":39},"parallel-agents",{"name":19,"slug":41},"design-mode",{"name":25,"slug":25},{"name":20,"slug":44},"ai-coding",{"id":15,"slug":46,"title":47,"language":48},"cursor-3-parallel-agents-design-mode-en","Cursor 3 Adds Parallel Agents and Design Mode","en",[50,56,62,68,74,80],{"id":51,"slug":52,"title":53,"cover_image":54,"image_url":54,"created_at":55,"category":13},"d55eb067-d6c5-4f0b-9374-9504ac61e00e","denver-hail-map-209-spotter-reports-zh","Denver 冰雹地圖記錄 209 回報","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780602477218-8rz6.png","2026-06-04T19:47:24.175663+00:00",{"id":57,"slug":58,"title":59,"cover_image":60,"image_url":60,"created_at":61,"category":13},"91822854-0010-478e-b70c-6a624d039703","cloudflare-turns-startup-traffic-into-a-moat-zh","Cloudflare 讓流量變護城河","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780590804649-xc2z.png","2026-06-04T16:32:50.96702+00:00",{"id":63,"slug":64,"title":65,"cover_image":66,"image_url":66,"created_at":67,"category":13},"6ea3977e-ea7f-4d71-9472-08b512f81593","ai-code-review-tools-catch-hard-bugs-zh","AI code review 讓你抓到硬 bug","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780582701702-jnoi.png","2026-06-04T14:17:50.313258+00:00",{"id":69,"slug":70,"title":71,"cover_image":72,"image_url":72,"created_at":73,"category":13},"0342ff17-feea-4e43-81ff-d12c43cc93c0","claude-partner-network-learning-path-launches-zh","Claude 合作夥伴課程上線","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780578178111-1za9.png","2026-06-04T13:02:27.319581+00:00",{"id":75,"slug":76,"title":77,"cover_image":78,"image_url":78,"created_at":79,"category":13},"1a92ac0a-75ea-4877-874d-4a309cd0085b","nvidia-research-gpu-template-zh","NVIDIA 研究頁把 GPU 資源變模板","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780567412863-e8oq.png","2026-06-04T10:02:58.043845+00:00",{"id":81,"slug":82,"title":83,"cover_image":84,"image_url":84,"created_at":85,"category":13},"3ead09ec-5656-4165-9bb0-f602add3c409","qdrant-filter-first-rag-design-decoded-zh","Qdrant 讓 RAG 先過濾再找相似","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780566519640-bdds.png","2026-06-04T09:47:59.450347+00:00",[87,92,97,102,107,112,117,122,127,132],{"id":88,"slug":89,"title":90,"created_at":91},"855cd52f-6fab-46cc-a7c1-42195e8a0de4","surepath-real-time-mcp-policy-controls-zh","SurePath 推出即時 MCP 政策控管","2026-03-26T07:57:40.77233+00:00",{"id":93,"slug":94,"title":95,"created_at":96},"9b19ab54-edef-4dbd-9ce4-a51e4bae4ebb","mcp-in-2026-the-ai-tool-layer-teams-use-zh","2026 年 MCP：團隊真的在用的 AI 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