[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-cursor-3-parallel-agents-design-mode-zh":3,"tags-cursor-3-parallel-agents-design-mode-zh":34,"related-lang-cursor-3-parallel-agents-design-mode-zh":49,"related-posts-cursor-3-parallel-agents-design-mode-zh":53,"series-tools-fa10927a-a707-4851-99dc-8718bf166bf8":90},{"id":4,"title":5,"content":6,"summary":7,"source":8,"source_url":9,"author":10,"image_url":11,"keywords":12,"language":22,"translated_content":10,"views":23,"is_premium":24,"created_at":25,"updated_at":25,"cover_image":11,"published_at":26,"rewrite_status":27,"rewrite_error":10,"rewritten_from_id":28,"slug":29,"category":30,"related_article_id":31,"status":32,"google_indexed_at":33,"x_posted_at":10,"tweet_text":10,"title_rewritten_at":10,"title_original":10,"key_takeaways":10,"topic_cluster_id":10,"embedding":10,"is_canonical_seed":24},"fa10927a-a707-4851-99dc-8718bf166bf8","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",[13,14,15,16,17,18,19,20,21],"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","zh",2,false,"2026-04-03T02:12:27.571842+00:00","2026-04-03T02:12:27.405+00:00","done","2376639b-4ad1-4d94-b65d-91156abeee5d","cursor-3-parallel-agents-design-mode-zh","tools","c54b1713-a6d5-4504-b4e2-c39d8a8e8aa9","published","2026-04-07T07:41:12.61+00:00",[35,37,38,40,42,44,46,47],{"name":13,"slug":36},"cursor-3",{"name":17,"slug":17},{"name":19,"slug":39},"self-hosted-cloud-agents",{"name":18,"slug":41},"agents-window",{"name":14,"slug":43},"parallel-agents",{"name":15,"slug":45},"design-mode",{"name":21,"slug":21},{"name":16,"slug":48},"ai-coding",{"id":31,"slug":50,"title":51,"language":52},"cursor-3-parallel-agents-design-mode-en","Cursor 3 Adds Parallel Agents and Design Mode","en",[54,60,66,72,78,84],{"id":55,"slug":56,"title":57,"cover_image":58,"image_url":58,"created_at":59,"category":30},"d058a76f-6548-4135-8970-f3a97f255446","why-gemini-api-pricing-is-cheaper-than-it-looks-zh","為什麼 Gemini API 定價其實比看起來更便宜","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778869845081-j4m7.png","2026-05-15T18:30:25.797639+00:00",{"id":61,"slug":62,"title":63,"cover_image":64,"image_url":64,"created_at":65,"category":30},"68e4be16-dc38-4524-a6ea-5ebe22a6c4fb","why-vidhub-huiyuan-hutong-bushi-quan-shebei-tongyong-zh","為什麼 VidHub 會員互通不是「買一次全設備通用」","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778789450987-advz.png","2026-05-14T20:10:24.048988+00:00",{"id":67,"slug":68,"title":69,"cover_image":70,"image_url":70,"created_at":71,"category":30},"7a1e174f-746b-4e82-a0e3-b2475ab39747","why-buns-zig-to-rust-experiment-is-right-zh","為什麼 Bun 的 Zig-to-Rust 實驗是對的","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778767879127-5dna.png","2026-05-14T14:10:26.886397+00:00",{"id":73,"slug":74,"title":75,"cover_image":76,"image_url":76,"created_at":77,"category":30},"e742fc73-5a65-4db3-ad17-88c99262ceb7","why-openai-api-pricing-is-product-strategy-zh","為什麼 OpenAI API 定價是產品策略，不是註腳","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778749859485-chvz.png","2026-05-14T09:10:26.003818+00:00",{"id":79,"slug":80,"title":81,"cover_image":82,"image_url":82,"created_at":83,"category":30},"c757c5d8-eda9-45dc-9020-4b002f4d6237","why-claude-code-prompt-design-beats-ide-copilots-zh","為什麼 Claude Code 的提示設計贏過 IDE Copilot","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778742645084-dao9.png","2026-05-14T07:10:29.371901+00:00",{"id":85,"slug":86,"title":87,"cover_image":88,"image_url":88,"created_at":89,"category":30},"4adef3ab-9f07-4970-91cf-77b8b581b348","why-databricks-model-serving-is-right-default-zh","為什麼 Databricks Model Serving 是生產推論的正確預設","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778692245329-a2wt.png","2026-05-13T17:10:30.659153+00:00",[91,96,101,106,111,116,121,126,131,136],{"id":92,"slug":93,"title":94,"created_at":95},"de769291-4574-4c46-a76d-772bd99e6ec9","googles-biggest-gemini-launches-in-2026-zh","Google 2026 最大 Gemini 盤點","2026-03-26T07:26:39.21072+00:00",{"id":97,"slug":98,"title":99,"created_at":100},"855cd52f-6fab-46cc-a7c1-42195e8a0de4","surepath-real-time-mcp-policy-controls-zh","SurePath 推出即時 MCP 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