[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-ai-agents-hit-chaos-mode-claude-code-openclaw-zh":3,"article-related-ai-agents-hit-chaos-mode-claude-code-openclaw-zh":30,"series-ai-agent-e73c041b-852b-44c3-85aa-0f1e2e5848e3":82},{"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":22,"views":26,"created_at":27,"published_at":28,"topic_cluster_id":29},"e73c041b-852b-44c3-85aa-0f1e2e5848e3","ai-agents-hit-chaos-mode-claude-code-openclaw-zh","Claude Code＋OpenClaw 讓 AI 代理失控升溫","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fclaude-code\">Claude Code\u003C\u002Fa> 和 \u003Ca href=\"\u002Ftag\u002Fopenclaw\">OpenClaw\u003C\u002Fa> 把 AI 代理帶進主流開發流程，並開始接手更長、更自主的工作。\u003C\u002Fp>\u003Cp>2025 年到 \u003Ca href=\"\u002Fnews\u002Fbitcoin-layer-2-projects-to-watch-2026-zh\">2026\u003C\u002Fa> 年初，\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\u002Fclaude-code\" target=\"_blank\" rel=\"noopener\">Anthropic\u003C\u002Fa> 的 \u003Ca href=\"\u002Ftag\u002Fclaude\">Claude\u003C\u002Fa> Code 與 Peter Steinberger 的 \u003Ca href=\"https:\u002F\u002Fgithub.com\u002FOpenClaw\" target=\"_blank\" rel=\"noopener\">OpenClaw\u003C\u002Fa>，讓 AI 代理從展示品變成能跑程式、處理任務、在有限監督下行動的工具。OpenClaw 上線後不到兩週就衝破 10 萬 \u003Ca href=\"\u002Ftag\u002Fgithub\">GitHub\u003C\u002Fa> stars，到了 5 月初累積到 36.6 萬；同一時間，Claude Opus 4.5 也把長時間運行、記憶容量與子代理管理一起往前推。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>數值\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>Claude Opus 4.5 發表時間\u003C\u002Ftd>\u003Ctd>2025 年 11 月\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>OpenClaw 初次發布\u003C\u002Ftd>\u003Ctd>2025 年 11 月\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>OpenClaw 兩週內星數\u003C\u002Ftd>\u003Ctd>100,000+\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>OpenClaw 5 月初星數\u003C\u002Ftd>\u003Ctd>366,000\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>Garry Tan 產出說法\u003C\u002Ftd>\u003Ctd>每年 400 萬行程式碼\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>與 2013 年速度對比\u003C\u002Ftd>\u003Ctd>約 90 倍\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>發生了什麼\u003C\u002Fh2>\u003Cp>這波變化先從 Claude Code 開始。它不再只是補全程式碼，而是能進入更長的編碼回合，處理更複雜的任務。\u003Ca href=\"\u002Ftag\u002Fanthropic\">Anthropic\u003C\u002Fa> 表示，Opus 4.5 可以維持更多上下文、連續跑數小時，還能協調一組子代理一起工作。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780160576178-yqcs.png\" alt=\"Claude Code＋OpenClaw 讓 AI 代理失控升溫\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>對開發者來說，這代表 AI 不只是「幫你打一段」，而是能參與結構設計、產生 pull request，甚至在你離開座位時繼續往下做。當然，這不等於可以直接放手，錯誤檢查和人工審核仍然是工作流程的一部分。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Ca href=\"https:\u002F\u002Fwww.anthropic.com\" target=\"_blank\" rel=\"noopener\">Anthropic\u003C\u002Fa> 先在 2025 年 2 月預覽 Claude Code，5 月正式推出。\u003C\u002Fli>\u003Cli>Opus 4.5 在 2025 年 11 月登場，把執行時間、記憶與子代理能力一起拉高。\u003C\u002Fli>\u003Cli>OpenClaw 讓使用者把 Claude 或 Codex 包成個人代理，連到 App、資料與網頁工具。\u003C\u002Fli>\u003Cli>Steinberger 的專案擴散速度極快，GitHub 星數成長成為開源圈熱點。\u003C\u002Fli>\u003Cli>這類工具的共同點，是把「寫碼助手」推向「背景執行器」。\u003C\u002Fli>\u003C\u002Ful>\u003Cp>OpenClaw 進一步改變了使用方式。使用者不必一直盯著終端機，而是可以讓代理在背景裡跑，查信、看物流、處理網頁任務，介面感受更像一個通用操作員，而不是單一程式助理。這也解釋了它為何能在短時間內\u003Ca href=\"\u002Fnews\u002F5-reasons-nebius-caught-aschenbrenner-eye-zh\">吸引\u003C\u002Fa>大量開發者關注。\u003C\u002Fp>\u003Ch2>為什麼重要\u003C\u002Fh2>\u003Cp>對開發者而言，最直接的影響是速度。文章提到，工程師、創業者和產品負責人已經開始\u003Ca href=\"\u002Fnews\u002Fbis-tokenization-real-value-payments-zh\">把代\u003C\u002Fa>理拿來生產程式碼，產出量甚至被拿來和整個團隊相比，但最後仍要靠人把關品質。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780160575102-jva7.png\" alt=\"Claude Code＋OpenClaw 讓 AI 代理失控升溫\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這種模式的價值在於，團隊可以把重複性高、上下文多、需要連續追蹤的工作交給代理先做一輪，再由人類決定是否合併、重寫或回退。對小團隊尤其明顯，因為它能把有限人力先集中在架構、產品判斷和除錯上。\u003C\u002Fp>\u003Cp>但風險也同步上升。當代理開始接觸資料、郵件、網頁與內部工具，權限管理、隱私暴露和誤操作就不再是理論題，而是部署時必須面對的成本。\u003C\u002Fp>\u003Cp>產業面上，這代表 AI 代理正在從小眾實驗走進工程、營運與個人生產力流程。接下來的競爭，不只看模型誰更會寫程式，也看誰能把權限、審核與失誤控制做得更穩。\u003C\u002Fp>\u003Cp>真正的問題不是代理能不能工作，而是團隊願意放多少信任給它。當自動化開始碰到真實權限與真實資料，容錯邊界就會變成產品設計的一部分。\u003C\u002Fp>\u003Cp>如果 AI 代理可以自己跑幾個小時、自己叫出子代理、還能碰到你的工具鏈，下一個瓶頸會是模型能力，還是人類願不願意簽下那個授權？\u003C\u002Fp>","Claude Code 與 OpenClaw 把 AI 代理推進主流開發流程。OpenClaw 兩週破 10 萬星、5 月達 36.6 萬星，Claude Opus 4.5 則把長任務、記憶與子代理管理拉上檯面。","www.wired.com","https:\u002F\u002Fwww.wired.com\u002Fstory\u002Fhow-ai-agents-plunged-tech-world-into-chaos\u002F",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780160576178-yqcs.png","ai-agent","zh","a418c6ee-c31c-49d0-8718-2f9e832fa386",[17,18,19,20,21],"AI agents","Claude Code","OpenClaw","Anthropic","開發者工具",[23,24,25],"Claude Code 和 OpenClaw 把 AI 代理從示範推進實際工作流程。","OpenClaw 的星數暴增，顯示開發者對背景執行型代理的需求很高。","代理能力提升後，權限、隱私與錯誤控制會變成部署重點。",5,"2026-05-30T17:02:25.725767+00:00","2026-05-30T17:02:25.72+00:00","e3b68196-9e64-4c18-a3b6-a73e73bfb367",{"tags":31,"relatedLang":41,"relatedPosts":45},[32,33,35,37,39],{"name":21,"slug":21},{"name":18,"slug":34},"claude-code",{"name":20,"slug":36},"anthropic",{"name":19,"slug":38},"openclaw",{"name":17,"slug":40},"ai-agents",{"id":15,"slug":42,"title":43,"language":44},"ai-agents-hit-chaos-mode-claude-code-openclaw-en","AI agents hit chaos mode with Claude Code and OpenClaw","en",[46,52,58,64,70,76],{"id":47,"slug":48,"title":49,"cover_image":50,"image_url":50,"created_at":51,"category":13},"ef96a410-24bd-4e35-8536-439f21f820e6","claude-code-dynamic-workflow-ai-harness-zh","Claude Code 動態工作流：AI 自寫 Harness","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781035378200-qkm9.png","2026-06-09T20:02:21.942031+00:00",{"id":53,"slug":54,"title":55,"cover_image":56,"image_url":56,"created_at":57,"category":13},"9fb91fbe-64cd-4732-aba7-5b20daacf962","agent-orchestration-enterprise-ai-layer-zh","企業 AI 缺的是編排層","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780984981291-rodj.png","2026-06-09T06:02:30.929215+00:00",{"id":59,"slug":60,"title":61,"cover_image":62,"image_url":62,"created_at":63,"category":13},"2e389faa-a4ab-4f7a-b6da-c2ba69d5f14b","ai-agents-use-blockchain-trust-layer-zh","AI 代理用區塊鏈當信任層","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780980509390-6s0i.png","2026-06-09T04:48:01.259033+00:00",{"id":65,"slug":66,"title":67,"cover_image":68,"image_url":68,"created_at":69,"category":13},"1c433948-634b-47e4-a119-dd567203a712","8-rag-patterns-demos-into-prod-zh","8 種 RAG 模式把 Demo 變上線","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780971552397-h12o.png","2026-06-09T02:18:36.130013+00:00",{"id":71,"slug":72,"title":73,"cover_image":74,"image_url":74,"created_at":75,"category":13},"7d860405-aca6-486b-8de0-1c5193a3b06d","fine-tuning-beats-rag-style-not-facts-zh","當目標是文風不是事實時，微調比 RAG 更有效","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780924689232-5elu.png","2026-06-08T13:17:25.235242+00:00",{"id":77,"slug":78,"title":79,"cover_image":80,"image_url":80,"created_at":81,"category":13},"3d1e5ef7-8f31-4e57-b286-306825d7f38e","openclaw-small-business-ai-staff-zh","OpenClaw把AI變成夜班員工","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780904888882-6w0v.png","2026-06-08T07:47:27.229503+00:00",[83,88,93,98,103,108,113,118,123,128],{"id":84,"slug":85,"title":86,"created_at":87},"4ae1e197-1d3d-4233-8733-eafe9cb6438b","claude-now-uses-your-pc-to-finish-tasks-zh","Claude 開始幫你操作電腦","2026-03-26T07:20:48.457387+00:00",{"id":89,"slug":90,"title":91,"created_at":92},"5bede67f-e21c-413d-9ab8-54a3c3d26227","googles-2026-ai-agent-report-decoded-zh","Google 2026 AI Agent 報告解讀","2026-03-26T11:15:22.651956+00:00",{"id":94,"slug":95,"title":96,"created_at":97},"2987d097-563f-46c7-b76f-b558d8ef7c2b","kimi-k25-review-stronger-still-not-legend-zh","Kimi K2.5 評測：更強，但還不是神作","2026-03-27T07:15:55.277513+00:00",{"id":99,"slug":100,"title":101,"created_at":102},"95c9053b-e3f4-4cb5-aace-5c54f4c9e044","claude-code-controls-mac-desktop-zh","Claude Code 也能操控 Mac 了","2026-03-28T03:01:58.58121+00:00",{"id":104,"slug":105,"title":106,"created_at":107},"dc58e153-e3a8-4c06-9b96-1aa64eabbf5f","cloudflare-100x-faster-ai-agent-sandbox-zh","Cloudflare 的 AI 沙箱跑超快","2026-03-28T03:09:44.142236+00:00",{"id":109,"slug":110,"title":111,"created_at":112},"1c8afc56-253f-47a2-979f-1065ff072f2a","openai-backs-isara-agent-swarm-bet-zh","OpenAI 挺 Isara 的 agent swarm …","2026-03-28T03:15:27.513155+00:00",{"id":114,"slug":115,"title":116,"created_at":117},"7379b422-576e-45df-ad5a-d57a0d9dd467","openai-plan-automated-ai-researcher-zh","OpenAI 想做自動化 AI 研究員","2026-03-28T03:17:42.090548+00:00",{"id":119,"slug":120,"title":121,"created_at":122},"48c9889e-86df-450b-a356-e4a4b7c83c5b","harness-engineering-ai-agent-reliability-2026-zh","駕馭工程：從「馬具」到「作業系統」，AI Agent 可靠性的終極密碼","2026-03-31T06:42:53.556721+00:00",{"id":124,"slug":125,"title":126,"created_at":127},"96d8e8c8-1edd-475d-9145-b1e7a1b02b65","mcp-explained-from-prompts-to-production-zh","MCP 怎麼把提示詞變工作流","2026-04-01T09:24:39.321274+00:00",{"id":129,"slug":130,"title":131,"created_at":132},"f2ca7720-b471-4ce5-9336-2a9ac2a876fd","amazon-bedrock-agents-multi-agent-workflows-zh","Amazon Bedrock Agents 進入多代理工作流","2026-04-01T09:30:29.945429+00:00"]