[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-ai-agents-changing-work-five-ways-zh":3,"article-related-ai-agents-changing-work-five-ways-zh":33,"series-industry-d3ff13d7-9bc3-4e70-b5dc-c1a9c3fe6b3a":80},{"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":25,"views":29,"created_at":30,"published_at":31,"topic_cluster_id":32},"d3ff13d7-9bc3-4e70-b5dc-c1a9c3fe6b3a","ai-agents-changing-work-five-ways-zh","AI agents 正在改變工作的 5 個方向","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fai-agents\">AI agents\u003C\u002Fa> 正在把工作從單次回答，推向能連續完成多步流程的\u003Ca href=\"\u002Fnews\u002Frisc-v-mentorships-paid-limited-public-zh\">協作\u003C\u002Fa>模式。\u003C\u002Fp>\u003Cp>這份清單整理自 \u003Ca href=\"https:\u002F\u002Fopenai.com\u002F\">OpenAI\u003C\u002Fa> 的研究，讀完 5 項後，你可以判斷 \u003Ca href=\"\u002Ftag\u002Fai-agent\">AI agent\u003C\u002Fa> 最適合先落在哪些流程，也能看出哪些工作最值得先改造。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>重點\u003C\u002Fth>\u003Cth>對工作的影響\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>1. 更長的任務鏈\u003C\u002Ftd>\u003Ctd>可連續處理多步驟\u003C\u002Ftd>\u003Ctd>減少每一步都要人工接手\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>2. 更複雜的工作\u003C\u002Ftd>\u003Ctd>不只做簡單問答\u003C\u002Ftd>\u003Ctd>能支援需要上下文的流程\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>3. 跨角色提效\u003C\u002Ftd>\u003Ctd>適用多種職務\u003C\u002Ftd>\u003Ctd>影響知識工作、支援與內部營運\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>4. 減少交接成本\u003C\u002Ftd>\u003Ctd>保留上下文更久\u003C\u002Ftd>\u003Ctd>降低反覆說明與等待\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>5. 重新設計部署方式\u003C\u002Ftd>\u003Ctd>從聊天工具轉向流程設計\u003C\u002Ftd>\u003Ctd>先看流程，再決定 agent 放哪裡\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>1. 更長的任務鏈\u003C\u002Fh2>\u003Cp>AI \u003Ca href=\"\u002Ftag\u002Fagent\">agent\u003C\u002Fa> 最有價值的地方，不是回答一個問題，而是把一串步驟接起來。研究指出，當工作需要規劃、\u003Ca href=\"\u002Fnews\u002Fgolangci-lint-v2-5-0-revive-checks-zh\">檢查\u003C\u002Fa>、修改、再輸出時，agent 能比單次提示更完整地往前推進。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782608563530-c6l6.png\" alt=\"AI agents 正在改變工作的 5 個方向\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這代表很多原本卡在「中途要人接手」的工作，現在可以先交給 agent 跑一段。人力就能從反覆操作，轉向判斷與決策。\u003C\u002Fp>\u003Cul>\u003Cli>先蒐集資料，再整理成草稿\u003C\u002Fli>\u003Cli>先分析內容，再根據回饋修訂\u003C\u002Fli>\u003Cli>先搜尋、再比對、最後輸出結果\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>2. 更複雜的工作\u003C\u002Fh2>\u003Cp>研究的重點不是「\u003Ca href=\"\u002Fnews\u002Fopenai-jalapeno-llm-inference-chip-zh\">更快\u003C\u002Fa>完成簡單任務」，而是把 AI 帶進需要更多上下文的工作。這類工作通常不是一步到位，而是要看前後條件、持續修正，agent 比傳統聊天式 AI 更能參與。\u003C\u002Fp>\u003Cp>這也是企業最該注意的變化：AI 不再只是幫你省幾分鐘，而是開始讓一些原本很難交出去的工作變得可拆解、可委派。\u003C\u002Fp>\u003Cul>\u003Cli>多來源研究與彙整\u003C\u002Fli>\u003Cli>多輪客服或支援案件\u003C\u002Fli>\u003Cli>需要先核對細節才能動作的營運流程\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>3. 跨角色提效\u003C\u002Fh2>\u003Cp>\u003Ca href=\"\u002Ftag\u002Fopenai\">OpenAI\u003C\u002Fa> 的研究顯示，agent 的影響不只在單一部門。只要工作內容有重複結構、需要整理資訊或持續追蹤，知識工作、客服、內部營運都可能受益。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782608558615-c750.png\" alt=\"AI agents 正在改變工作的 5 個方向\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>對團隊管理者來說，這很重要，因為它代表導入優先順序不必只看職稱，而要看流程型態。能被重複處理的工作，通常最先看到效果。\u003C\u002Fp>\u003Cul>\u003Cli>寫作、審稿、摘要\u003C\u002Fli>\u003Cli>問答、分流、初步判斷\u003C\u002Fli>\u003Cli>例行內部流程與文件處理\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>4. 減少交接成本\u003C\u002Fh2>\u003Cp>agent 的另一個實際好處，是減少工作在不同人和系統之間來回傳遞。當上下文能保留得更久，很多原本會因為等待、重講、重抄而拖慢的流程，就能更順地往下走。\u003C\u002Fp>\u003Cp>這對管理者是瓶頸減少，對員工則是少做重複說明。工作不必每次都從頭開始，整體節奏也更容易維持。\u003C\u002Fp>\u003Cul>\u003Cli>跨多步驟保留上下文\u003C\u002Fli>\u003Cli>暫停後能接續處理\u003C\u002Fli>\u003Cli>減少反覆更新進度\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>5. 重新設計部署方式\u003C\u002Fh2>\u003Cp>這份研究把 agent 看成一種工作設計工具，而不是單純的問答介面。企業真正要問的，不只是模型能回答什麼，而是它能接手哪一段流程、能持續做多久、哪些地方仍需要人介入。\u003C\u002Fp>\u003Cp>這會把導入重心從「做一個聊天機器人」移到「畫出流程、分配責任」。先找出重複、耗時、容易失去上下文的環節，再決定 agent 放在哪裡，通常效果會更好。\u003C\u002Fp>\u003Ccode>導入前可先問：\u003Cbr>- 哪些步驟最重複？\u003Cbr>- 哪裡最容易丟失上下文？\u003Cbr>- 哪些決策一定要人來做？\u003Cbr>- 哪些任務最適合連續處理？\u003C\u002Fcode>\u003Ch2>怎麼挑\u003C\u002Fh2>\u003Cp>如果你想先看到快效益，優先挑步驟清楚、輸出明確、上下文容易延續的工作。這類流程最容易讓 agent 先做出可見成果。\u003C\u002Fp>\u003Cp>如果你的團隊處理的是多輪溝通、跨系統協作或長流程任務，那 agent 的價值會更高，因為它不只是省時間，而是能把工作往前推到更完整的階段。\u003C\u002Fp>","5 個 AI agent 改變工作的方向：更長任務鏈、更複雜流程、跨角色提效、減少交接與重塑部署方式，來自 OpenAI 研究。","openai.com","https:\u002F\u002Fopenai.com\u002Findex\u002Fhow-agents-are-transforming-work\u002F",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782608563530-c6l6.png","industry","zh","3cb6751c-78bd-4f20-bdab-650881e03512",[17,18,19,20,21,22,23,24],"AI agents","OpenAI","工作流程","自動化","生產力","知識工作","客服","營運",[26,27,28],"AI agents 最有價值的地方，是把多步驟任務接成連續流程。","它們不只加速簡單工作，也開始支援更複雜、需要上下文的任務。","企業導入時應先看流程，再決定 agent 放在哪一段最有效。",1,"2026-06-28T01:02:18.023317+00:00","2026-06-28T01:02:18.012+00:00","caa87b65-9bbc-46fe-bba8-4f4158dd2d8b",{"tags":34,"relatedLang":39,"relatedPosts":43},[35,37],{"name":18,"slug":36},"openai",{"name":17,"slug":38},"ai-agents",{"id":15,"slug":40,"title":41,"language":42},"ai-agents-changing-work-five-ways-en","AI agents are changing work in five clear ways","en",[44,50,56,62,68,74],{"id":45,"slug":46,"title":47,"cover_image":48,"image_url":48,"created_at":49,"category":13},"28c7aae6-f1dc-4264-8334-6fb93cbffb8e","openai-122b-raises-852b-valuation-2026-zh","OpenAI 募資衝到 8520 億美元估值","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782619377056-s05b.png","2026-06-28T04:02:31.752768+00:00",{"id":51,"slug":52,"title":53,"cover_image":54,"image_url":54,"created_at":55,"category":13},"0a21b6ee-7f84-4f8d-a33d-5f758a1278cd","microsoft-365-copilot-app-deployment-guide-zh","Microsoft 365 Copilot 部署怎麼管","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782616666933-ukdj.png","2026-06-28T03:17:20.415406+00:00",{"id":57,"slug":58,"title":59,"cover_image":60,"image_url":60,"created_at":61,"category":13},"d0dceefa-a4e5-46fb-b19c-5ae4053095f6","copilot-cowork-cost-control-over-hype-zh","Copilot Cowork 的真正優勢是控成本，不是 AI 噱頭","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782615772658-knhj.png","2026-06-28T03:02:20.264855+00:00",{"id":63,"slug":64,"title":65,"cover_image":66,"image_url":66,"created_at":67,"category":13},"de6d49e2-418a-4ef7-8102-a231d80f0ce0","risc-v-mentorships-paid-limited-public-zh","RISC-V 應該把 mentorship 做成有薪、限期、公開的工程協作","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782604067712-tu63.png","2026-06-27T23:47:21.855506+00:00",{"id":69,"slug":70,"title":71,"cover_image":72,"image_url":72,"created_at":73,"category":13},"36aa61ba-bf14-44e3-9b09-fd79517dd26c","suse-openchip-sovereign-risc-v-stack-zh","SUSE 與 Openchip 佈局主權 RISC-V","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782603171405-9qwb.png","2026-06-27T23:32:30.064798+00:00",{"id":75,"slug":76,"title":77,"cover_image":78,"image_url":78,"created_at":79,"category":13},"f3bd1fd5-421c-480f-afae-00253829cc44","sifive-raises-400m-at-3-65b-valuation-zh","SiFive 再募 4 億美元，估值 36.5 億","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782602260303-a4nq.png","2026-06-27T23:17:21.830582+00:00",[81,86,91,96,101,106,111,116,121,126],{"id":82,"slug":83,"title":84,"created_at":85},"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":87,"slug":88,"title":89,"created_at":90},"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":92,"slug":93,"title":94,"created_at":95},"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":97,"slug":98,"title":99,"created_at":100},"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":102,"slug":103,"title":104,"created_at":105},"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":107,"slug":108,"title":109,"created_at":110},"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":112,"slug":113,"title":114,"created_at":115},"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":117,"slug":118,"title":119,"created_at":120},"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":122,"slug":123,"title":124,"created_at":125},"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":127,"slug":128,"title":129,"created_at":130},"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"]