[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-codex-openai-coding-agent-real-work-zh":3,"article-related-codex-openai-coding-agent-real-work-zh":32,"series-industry-3fa754ae-c223-4e32-b8ed-f1f922ab60a4":81},{"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":24,"views":28,"created_at":29,"published_at":30,"topic_cluster_id":31},"3fa754ae-c223-4e32-b8ed-f1f922ab60a4","codex-openai-coding-agent-real-work-zh","Codex 的 5 個關鍵模組，先看用途再選入口","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fcodex\">Codex\u003C\u002Fa> 是 \u003Ca href=\"\u002Ftag\u002Fopenai\">OpenAI\u003C\u002Fa> 的編碼代理，能在雲端沙盒裡改 repo、跑測試，也能做\u003Ca href=\"\u002Fnews\u002Fvcs-fund-ai-coding-security-first-zh\">安全\u003C\u002Fa>掃描。\u003C\u002Fp>\u003Cp>OpenAI 的 Codex 不是單純聊天工具，而是把任務丟進隔離的雲端環境執行；到 2026 年 3 月，它已經有 200 萬每週活躍用戶。看完下面 5 項，你就能判斷自己該用哪個入口、在哪種工作流裡最有效率。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>用途\u003C\u002Fth>\u003Cth>關鍵規格\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fchatgpt.com\u002Fcodex\">Codex Cloud\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>網頁版編碼代理\u003C\u002Ftd>\u003Ctd>單次任務多在 1 到 30 分鐘\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex\">Codex CLI\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>終端機工作流\u003C\u002Ftd>\u003Ctd>2025 年 4 月開源\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>桌面應用程式\u003C\u002Ftd>\u003Ctd>長時間代理控制\u003C\u002Ftd>\u003Ctd>支援 Windows 與 macOS\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>GPT-5.3-Codex-Spark\u003C\u002Ftd>\u003Ctd>低延遲模型\u003C\u002Ftd>\u003Ctd>比早期版本快約 15 倍\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>\u003Ca href=\"https:\u002F\u002Fopenai.com\u002Findex\u002Fcodex-security\u002F\">Codex Security\u003C\u002Fa>\u003C\u002Ftd>\u003Ctd>應用程式安全掃描\u003C\u002Ftd>\u003Ctd>2026 年 3 月宣布\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>1. Codex Cloud：最像「把工作交給代理」的入口\u003C\u002Fh2>\u003Cp>\u003Ca href=\"https:\u002F\u002Fchatgpt.com\u002Fcodex\">Codex Cloud\u003C\u002Fa> 是多數人談到 Codex 時指的核心體驗。每個任務都會進到獨立的雲端環境，repo 先載入好，代理可以直接讀檔、改碼、跑測試，還能呼叫其他檢查工具，不必先處理本機設定。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782900170879-xfdo.png\" alt=\"Codex 的 5 個關鍵模組，先看用途再選入口\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這種設計讓它更像一個被指派到專案的工程師，\u003Ca href=\"\u002Fnews\u002Faws-logging-opensearch-s3-centralized-platform-zh\">而不是\u003C\u002Fa>聊天視窗。它做完後會回傳命令紀錄和測試結果，方便你追查到底改了什麼、為什麼改。\u003C\u002Fp>\u003Cul>\u003Cli>適合 bug 修復、功能開發、code review 前整理\u003C\u002Fli>\u003Cli>多數任務約 1 到 30 分鐘\u003C\u002Fli>\u003Cli>早期版本沒有一般網際網路存取\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>2. Codex CLI：終端機派開發者最順手\u003C\u002Fh2>\u003Cp>\u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fopenai\u002Fcodex\">Codex CLI\u003C\u002Fa> 在 2025 年 4 月把代理帶進終端機。OpenAI 把它做成開源工具，目標很明確，就是給偏好 command-line 工作流的開發者，讓代理貼近本地專案與腳本。\u003C\u002Fp>\u003Cp>CLI 的價值在於直接。你不用在瀏覽器分頁之間切換，也不用把心流切碎；在 shell 裡就能交辦任務、看輸出、接著做下一步，適合習慣快速迭代的人。\u003C\u002Fp>\u003Cul>\u003Cli>開源，放在 GitHub 上\u003C\u002Fli>\u003Cli>最適合 terminal-first 工作流\u003C\u002Fli>\u003Cli>適合快速 repo 級修改與檢查\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>3. 桌面應用程式：長流程和多任務的控制中心\u003C\u002Fh2>\u003Cp>桌面應用程式在 2026 年 2 月推出，重點是長時間 session 和同時管理多個 coding \u003Ca href=\"\u002Ftag\u002Fagent\">agent\u003C\u002Fa>。OpenAI 也把它放到 \u003Ca href=\"https:\u002F\u002Fwww.microsoft.com\u002Fwindows\">Windows\u003C\u002Fa> 與 \u003Ca href=\"https:\u002F\u002Fwww.apple.com\u002Fmacos\u002F\">macOS\u003C\u002Fa>，目標不只是寫程式，也包含用程式去蒐集或分析資訊。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782900168933-7dui.png\" alt=\"Codex 的 5 個關鍵模組，先看用途再選入口\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>它代表的是工作流整合。到 2026 年 3 月，OpenAI 已經把 \u003Ca href=\"\u002Ftag\u002Fchatgpt\">ChatGPT\u003C\u002Fa> 電腦版、Codex 和 ChatGPT Atlas 朝單一桌面產品方向整合，意思很清楚：以後要讓代理工作集中在同一個地方。\u003C\u002Fp>\u003Cul>\u003Cli>支援較長時間的代理 session\u003C\u002Fli>\u003Cli>適合同時處理多個 coding 任務\u003C\u002Fli>\u003Cli>原生支援 Windows PowerShell\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>4. GPT-5.3-Codex-Spark：互動式編碼最在意的速度\u003C\u002Fh2>\u003Cp>OpenAI 在 2026 年 2 月先更新 Codex 模型堆疊到 GPT-5.3-Codex，隔一週又推出 GPT-5.3-Codex-Spark。Spark 是低延遲版本，主打互動式編碼；InfoQ 報導它比早期 Codex 版本快約 15 倍。\u003C\u002Fp>\u003Cp>對很多人來說，這是整條產品線最關鍵的性能變化。回應變快後，代理在除錯、pair programming、快速迭代時更不容易打斷節奏，體感差異會非常明顯。\u003C\u002Fp>\u003Cul>\u003Cli>比早期 Codex 模型更低延遲\u003C\u002Fli>\u003Cli>是 OpenAI 首個部署在 Cerebras 硬體上的 production model\u003C\u002Fli>\u003Cli>比起批次任務，更適合即時編碼\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>5. Codex Security：不是寫功能，而是找漏洞\u003C\u002Fh2>\u003Cp>\u003Ca href=\"https:\u002F\u002Fopenai.com\u002Findex\u002Fcodex-security\u002F\">Codex Security\u003C\u002Fa> 在 2026 年 3 月登場，定位是獨立的應用程式安全代理。它不是幫你寫\u003Ca href=\"\u002Fnews\u002Fai-utility-tokens-presale-marketing-not-infrastructure-zh\">功能\u003C\u002Fa>，而是先為 repo 建 threat model，再找漏洞、在沙盒裡驗證疑似問題，最後提出修補建議。\u003C\u002Fp>\u003Cp>OpenAI 表示，它在 30 天內測了 120 萬個 commits，找出接近 800 個 critical vulnerabilities，還有超過 1 萬個 high-severity 問題。這讓它和主力編碼代理分工很清楚：一個偏實作，一個偏安全審查。\u003C\u002Fp>\u003Cul>\u003Cli>專門找與修 software vulnerabilities\u003C\u002Fli>\u003Cli>beta 期間 false positives 降低超過 50%\u003C\u002Fli>\u003Cli>曾在 Chromium、OpenSSL、PHP 等專案中找到問題\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>哪種適合你\u003C\u002Fh2>\u003Cp>如果你要的是日常通用的編碼代理，先選 Codex Cloud。若你幾乎都在終端機工作，Codex CLI 會更順手。若你要長流程控制，或同時盯多個代理，桌面應用程式比較像你的中樞。\u003C\u002Fp>\u003Cp>如果你最在意互動速度，GPT-5.3-Codex-Spark 是要追的模型；如果你的工作重點是安全審查而不是功能開發，Codex Security 才是對的工具。\u003C\u002Fp>","5 個模組看懂 Codex：雲端、CLI、桌面版、Spark 模型與 Security，幫你判斷哪個入口最適合日常開發或資安審查。","en.wikipedia.org","https:\u002F\u002Fen.wikipedia.org\u002Fwiki\u002FCodex_(AI_agent)",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782900170879-xfdo.png","industry","zh","18bc1f11-955c-4b08-aca6-0b3d19d7a3f0",[17,18,19,20,21,22,23],"OpenAI","Codex","coding agent","cloud sandbox","Codex CLI","GPT-5.3-Codex-Spark","Codex Security",[25,26,27],"Codex Cloud 是最通用的入口，適合直接把 repo 任務交給代理。","Codex CLI 最適合終端機工作流，桌面版則偏向長流程與多任務管理。","Spark 版本主打低延遲，而 Codex Security 則專攻漏洞掃描與修補。",0,"2026-07-01T10:02:22.517262+00:00","2026-07-01T10:02:22.481+00:00","fe20f6f6-432b-47bf-a410-a5f516d885ed",{"tags":33,"relatedLang":40,"relatedPosts":44},[34,36,38],{"name":17,"slug":35},"openai",{"name":19,"slug":37},"coding-agent",{"name":18,"slug":39},"codex",{"id":15,"slug":41,"title":42,"language":43},"codex-openai-coding-agent-real-work-en","Codex is OpenAI’s coding agent for real work","en",[45,51,57,63,69,75],{"id":46,"slug":47,"title":48,"cover_image":49,"image_url":49,"created_at":50,"category":13},"78862c57-6d3f-4761-89ce-20f3f86246bf","bootdev-go-course-turns-syntax-into-services-zh","Boot.dev 的 Go 課程把語法帶到服務層","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782908273465-j8m0.png","2026-07-01T12:17:22.638822+00:00",{"id":52,"slug":53,"title":54,"cover_image":55,"image_url":55,"created_at":56,"category":13},"d4c48f57-3c66-4f40-9b06-76ceec529b87","suse-openchip-risc-v-eu-sovereign-stack-zh","SUSE 和 Openchip 把 RISC-V 變成 EU stack","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782907403535-s085.png","2026-07-01T12:02:56.092615+00:00",{"id":58,"slug":59,"title":60,"cover_image":61,"image_url":61,"created_at":62,"category":13},"9e53719f-5134-4bf1-8fe2-6471ee921eb5","risc-v-hobbyists-open-hardware-obsession-zh","RISC-V 業餘玩家證明了：開放硬體仍獎勵偏執式工程","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782906469131-qew3.png","2026-07-01T11:47:21.427953+00:00",{"id":64,"slug":65,"title":66,"cover_image":67,"image_url":67,"created_at":68,"category":13},"a0b99632-c8ec-4590-8549-4f9cbbb48b88","microsoft-build-2026-securing-code-agents-models-zh","Microsoft Build 2026：先管住 AI 再談加速","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782903772745-9sqj.png","2026-07-01T11:02:29.280907+00:00",{"id":70,"slug":71,"title":72,"cover_image":73,"image_url":73,"created_at":74,"category":13},"376489b6-f1cf-4e51-94fe-1d6eec955594","5-details-pentagon-agent-network-ai-battle-decisions-zh","5 個細節看懂五角大廈 Agent Network","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782902869112-j6ty.png","2026-07-01T10:47:21.956845+00:00",{"id":76,"slug":77,"title":78,"cover_image":79,"image_url":79,"created_at":80,"category":13},"29096349-d5d3-47fe-9fac-94b389a947fc","vcs-fund-ai-coding-security-first-zh","VCs 應該投 AI 寫碼，但安全必須先行","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782897471663-d71e.png","2026-07-01T09:17:21.468346+00:00",[82,87,92,97,102,107,112,117,122,127],{"id":83,"slug":84,"title":85,"created_at":86},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026-03-26T07:09:12.008134+00:00",{"id":88,"slug":89,"title":90,"created_at":91},"83bd1795-8548-44c9-9a7e-de50a0923f71","trump-ai-framework-power-speech-state-preemption-zh","川普 AI 框架瞄準電力、言論與州權","2026-03-26T07:12:18.695466+00:00",{"id":93,"slug":94,"title":95,"created_at":96},"ea6be18b-c903-4e54-97b7-5f7447a612e0","nvidia-gtc-2026-big-ai-announcements-zh","NVIDIA GTC 2026 重點拆解","2026-03-26T07:14:26.62638+00:00",{"id":98,"slug":99,"title":100,"created_at":101},"4bcec76f-4c36-4daa-909f-54cd702f7c93","claude-users-spreading-out-and-getting-better-zh","Claude 用戶更分散，也更會用","2026-03-26T07:22:52.325888+00:00",{"id":103,"slug":104,"title":105,"created_at":106},"bd903b15-2473-4178-9789-b7557816e535","openclaw-raises-hard-question-for-ai-models-zh","OpenClaw 逼問 AI 模型價值","2026-03-26T07:24:54.707486+00:00",{"id":108,"slug":109,"title":110,"created_at":111},"eeac6b9e-ad9d-4831-8eec-8bba3f9bca6a","gap-google-gemini-checkout-fashion-search-zh","Gap 把結帳搬進 Gemini","2026-03-26T07:28:23.937768+00:00",{"id":113,"slug":114,"title":115,"created_at":116},"0740e53f-605d-4d57-8601-c10beb126f3c","google-pushes-gemini-transition-to-march-2026-zh","Google 把 Gemini 轉換延到 2026 年 3…","2026-03-26T07:30:12.825269+00:00",{"id":118,"slug":119,"title":120,"created_at":121},"e660d801-2421-4529-8fa9-86b82b066990","metas-llama-4-benchmark-scandal-gets-worse-zh","Meta Llama 4 分數風波又擴大","2026-03-26T07:34:21.156421+00:00",{"id":123,"slug":124,"title":125,"created_at":126},"183f9e7c-e143-40bb-a6d5-67ba84a3a8bc","accenture-mistral-ai-sovereign-enterprise-deal-zh","Accenture 攜手 Mistral AI 賣主權 AI","2026-03-26T07:38:14.818906+00:00",{"id":128,"slug":129,"title":130,"created_at":131},"191d9b1b-768a-478c-978c-dd7431a38149","mistral-ai-faces-its-hardest-year-yet-zh","Mistral AI 迎來最硬的一年","2026-03-26T07:40:23.716374+00:00"]