[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-wei-shen-me-ai-cai-yuan-si-wei-shi-cuo-de-zh":3,"article-related-wei-shen-me-ai-cai-yuan-si-wei-shi-cuo-de-zh":31,"series-industry-8f2cdd3a-e90e-418e-b5c7-a6c5f0373a16":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":23,"views":27,"created_at":28,"published_at":29,"topic_cluster_id":30},"8f2cdd3a-e90e-418e-b5c7-a6c5f0373a16","wei-shen-me-ai-cai-yuan-si-wei-shi-cuo-de-zh","為什麼 AI 裁員思維是錯的","\u003Cp data-speakable=\"summary\">AI 提升生產力後，企業該擴張產出與團隊，不該把效率當成裁員理由。\u003C\u002Fp>\u003Cp>AI 裁員思維是錯的，因為它把生產力提升誤當成縮編指令。當工程師因為 AI 變得更快，合理的反應不是先砍人，而是做更多產品、解更多問題、擴大公司能做的事。把工具帶來的槓桿，拿去換成更小的組織，只會把增長機會拱手讓人。\u003C\u002Fp>\u003Ch2>第一個論點\u003C\u002Fh2>\u003Cp>生產力提升不等於勞動消失。DeepMind 執行長 Demis Hassabis 的說法很直接：如果工程師效率提升三到四倍，公司就應該做三到四倍的工作。這不是情緒化護航，而是基本經營邏輯。能更快交付的團隊，應該承擔更多產品線、更多實驗、更多內部工具與更多客戶問題。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779253431235-afyv.png\" alt=\"為什麼 AI 裁員思維是錯的\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>\u003Ca href=\"\u002Ftag\u002Fgoogle-deepmind\">Google DeepMind\u003C\u002Fa> 已把 \u003Ca href=\"\u002Ftag\u002Fgemini\">Gemini\u003C\u002Fa> 3.5 Flash 對準 \u003Ca href=\"\u002Ftag\u002Fagentic-coding\">agentic coding\u003C\u002Fa> 任務，例如翻譯程式碼庫、找 bug、寫作業系統。這類能力若真的成熟，最合理的用途是把工程組的可做範圍放大，而不是把熟悉系統的人直接裁掉。當機器接手重複勞動，人的價值就更集中在架構、判斷與責任承擔，而不是消失。\u003C\u002Fp>\u003Ch2>第二個論點\u003C\u002Fh2>\u003Cp>先裁員，通常代表想像力不足。Hassabis 形容這種說法是 lack of imagination，這話很重，但很準。Amazon、Salesforce、Block 等公司都曾把 AI 當成裁員理由之一，卻沒有證明自己真的已把人力能做的高價值工作挖乾淨。這更像是為了短期財報與成本敘事服務，而不是為了長期競爭力。\u003C\u002Fp>\u003Cp>相反地，Alphabet 內部的思路更接近正解。Hassabis 說他有「一百萬個點子」，從藥物發現到遊戲\u003Ca href=\"\u002Fnews\u002Fdata-center-world-2026-ai-pushes-infra-limits-zh\">設計\u003C\u002Fa>，都需要「免費工程師」去試。這才是 AI 降本後最該發生的事：把原本稀缺的工程時間，轉去做那些平常沒預算、沒人手、也沒機會啟動的新賭注。裁員只會讓公司更小、更保守。\u003C\u002Fp>\u003Ch2>反方可能怎麼說\u003C\u002Fh2>\u003Cp>最強的反方很簡單：如果軟體產出大增，公司不欠任何人原本的編制。資本市場獎勵的是利潤率，不是道德一致性。若一名工程師能做三人的工作，管理層就會說，最負責任的做法是留一個、砍兩個。再加上歷史上每次自動化都會重組勞動市場，現在反對裁員，只是在拖延不可避免的結果。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779253430111-dyyh.png\" alt=\"為什麼 AI 裁員思維是錯的\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這個論點也有現實\u003Ca href=\"\u002Fnews\u002Fmicrosoft-agentic-stack-linux-ai-infra-zh\">基礎\u003C\u002Fa>。AI 編碼工具確實越來越快、越來越便宜，\u003Ca href=\"\u002Ftag\u002Fgoogle\">Google\u003C\u002Fa> 也正是用這點包裝 Gemini 3.5 Flash。對一些維護性高、複雜度低的任務，小團隊確實可能夠用。若企業完全無視這個效率紅利，會把成本留在桌上，最後被更敢縮編的對手壓過。\u003C\u002Fp>\u003Cp>但這個論點只在算術上成立，在\u003Ca href=\"\u002Fnews\u002Fdata-center-strategy-must-move-beyond-center-zh\">策略\u003C\u002Fa>上站不住腳。是的，部分職位會縮小；但把 AI 當成大規模裁員的藉口，等於把短期節流誤認成長期優勢。真正會贏的公司，不是 payroll 最瘦的公司，而是能把 AI 槓桿轉成更多產品、更多實驗、更多學習速度的公司。Hassabis 的立場正確，因為他把 AI 視為產能，不是替代品。\u003C\u002Fp>\u003Ch2>你能做什麼\u003C\u002Fh2>\u003Cp>如果你是工程師、PM 或創辦人，別把 AI 導入當成 headcount 盤點。你該量的是吞吐量：交付週期、修掉的 bug、完成的實驗、解決的客訴、啟動的新專案。先用 AI 清掉拖慢團隊的工作，再把省下來的時間投回更難的問題。若你的 AI 計畫只有裁員，代表你不是在打造更強的公司，只是在把公司做小。\u003C\u002Fp>","AI 提升生產力後，企業該擴張產出與團隊，不該把效率當成裁員理由。","www.wired.com","https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fdemis-hassabis-ai-layoffs-deepmind-google-io\u002F",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779253431235-afyv.png","industry","zh","5c25fb6b-b3bd-4594-be4e-05c08b839690",[17,18,19,20,21,22],"AI 裁員","生產力","工程團隊","企業策略","自動化","Demis Hassabis",[24,25,26],"AI 提升的是產能，不是裁員理由。","把效率紅利轉成更多產品與實驗，才是正確策略。","短期縮編看似省錢，長期常會縮小公司的想像力。",4,"2026-05-20T05:03:22.340644+00:00","2026-05-20T05:03:22.336+00:00","caa87b65-9bbc-46fe-bba8-4f4158dd2d8b",{"tags":32,"relatedLang":39,"relatedPosts":43},[33,34,36,37,38],{"name":20,"slug":20},{"name":17,"slug":35},"ai-裁員",{"name":19,"slug":19},{"name":21,"slug":21},{"name":18,"slug":18},{"id":15,"slug":40,"title":41,"language":42},"why-ai-job-cuts-are-dumb-en","Why AI Job Cuts Are Dumb","en",[44,50,56,62,68,74],{"id":45,"slug":46,"title":47,"cover_image":48,"image_url":48,"created_at":49,"category":13},"47541f42-33f6-4432-a673-3d93d8b88236","gemini-apple-developer-stack-zh","Gemini 進入 Apple 開發堆疊","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781062380898-pnpb.png","2026-06-10T03:32:34.147949+00:00",{"id":51,"slug":52,"title":53,"cover_image":54,"image_url":54,"created_at":55,"category":13},"fac85234-56b6-42b5-904d-9e3faabd4a14","5-ai-coding-ides-real-workflows-zh","5 款 AI 編程 IDE，按工作流挑最省事","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781061495099-n7sg.png","2026-06-10T03:17:28.48076+00:00",{"id":57,"slug":58,"title":59,"cover_image":60,"image_url":60,"created_at":61,"category":13},"1b99a2d6-9a07-4e29-9c7e-21cc94c7769e","devin-desktop-windsurf-agent-hub-zh","Devin Desktop 把 Windsurf 變成代理中樞","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781060576683-lxvs.png","2026-06-10T03:02:18.748963+00:00",{"id":63,"slug":64,"title":65,"cover_image":66,"image_url":66,"created_at":67,"category":13},"0d604500-3a70-40ec-a70e-370f972a66ab","korea-nvidia-talks-ai-factory-push-zh","韓國與 Nvidia 對話，重點是 AI 工廠","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781057871797-7uxx.png","2026-06-10T02:17:21.099824+00:00",{"id":69,"slug":70,"title":71,"cover_image":72,"image_url":72,"created_at":73,"category":13},"173b8876-1867-4e0b-948f-27891d6b6364","openai-should-not-rush-its-ipo-just-to-win-the-ai-race-zh","OpenAI 不該為了搶 AI 賽道而急著 IPO","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781053365610-1hko.png","2026-06-10T01:02:19.886627+00:00",{"id":75,"slug":76,"title":77,"cover_image":78,"image_url":78,"created_at":79,"category":13},"3d7ff80a-4045-4b66-9e21-b6a8eb3b6f6d","openai-europe-privacy-policy-zh","OpenAI 歐洲隱私政策更新重點","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781052479369-yomr.png","2026-06-10T00:47:31.176745+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"]