[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"article-google-ax-resumable-agent-runtime-zh":3,"article-related-google-ax-resumable-agent-runtime-zh":33,"series-industry-778c1685-052f-45ce-91e0-e505f6fb2d5b":78},{"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},"778c1685-052f-45ce-91e0-e505f6fb2d5b","google-ax-resumable-agent-runtime-zh","Google AX 把代理執行變成可恢復工作","\u003Cp data-speakable=\"summary\">\u003Ca href=\"\u002Ftag\u002Fgoogle\">Google\u003C\u002Fa> AX 是一個可恢復、可稽核的分散式代理執行 runtime。\u003C\u002Fp>\u003Cp>讀完這 5 項，你可以判斷 Google 的 \u003Ca href=\"https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fax\">AX\u003C\u002Fa> 是不是適合拿來做長時間、可回復的 \u003Ca href=\"\u002Ftag\u002Fagent\">agent\u003C\u002Fa> \u003Ca href=\"\u002Fnews\u002Fvs-code-turns-folder-into-workspace-zh\">工作\u003C\u002Fa>，而不是只做一次性的模型呼叫。它目前仍在早期開發，但已經把「中斷後續跑、留下紀錄、分散部署」這三件事講得很清楚。\u003C\u002Fp>\u003Ctable>\u003Cthead>\u003Ctr>\u003Cth>項目\u003C\u002Fth>\u003Cth>可恢復\u003C\u002Fth>\u003Cth>可稽核\u003C\u002Fth>\u003Cth>部署取向\u003C\u002Fth>\u003C\u002Ftr>\u003C\u002Fthead>\u003Ctbody>\u003Ctr>\u003Ctd>1. Resumable execution\u003C\u002Ftd>\u003Ctd>是\u003C\u002Ftd>\u003Ctd>部分\u003C\u002Ftd>\u003Ctd>分散式\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>2. Event logging and auditability\u003C\u002Ftd>\u003Ctd>是\u003C\u002Ftd>\u003Ctd>是\u003C\u002Ftd>\u003Ctd>控制器集中\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>3. Isolated agents, tools, and skills\u003C\u002Ftd>\u003Ctd>是\u003C\u002Ftd>\u003Ctd>部分\u003C\u002Ftd>\u003Ctd>RPC \u002F MCP \u002F actor\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>4. Custom agents and CLI control\u003C\u002Ftd>\u003Ctd>是\u003C\u002Ftd>\u003Ctd>部分\u003C\u002Ftd>\u003Ctd>本機與遠端皆可\u003C\u002Ftd>\u003C\u002Ftr>\u003Ctr>\u003Ctd>5. Kubernetes-first deployment\u003C\u002Ftd>\u003Ctd>是\u003C\u002Ftd>\u003Ctd>部分\u003C\u002Ftd>\u003Ctd>Kubernetes 優先\u003C\u002Ftd>\u003C\u002Ftr>\u003C\u002Ftbody>\u003C\u002Ftable>\u003Ch2>1. 可續跑的執行流程\u003C\u002Fh2>\u003Cp>AX 最核心的設計，是把 agent run 當\u003Ca href=\"\u002Fnews\u002Fdesignmd-agent-ready-ui-specs-zh\">成可\u003C\u002Fa>以中斷、接續的工作。客戶端斷線、程序失敗，或工作做到一半需要改輸入時，runtime 不必整個重來，而是能從最後一個 sequence number 繼續。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781950665233-yr36.png\" alt=\"Google AX 把代理執行變成可恢復工作\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這對長流程特別重要，例如多步推理、工具呼叫、外部\u003Ca href=\"\u002Fnews\u002Fclaude-design-assets-to-design-system-zh\">系統\u003C\u002Fa>等待回應。repo 裡的 CLI 也直接示範了 fresh run 與 resumed run 的差異。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Ccode>ax exec --conversation ... --resume\u003C\u002Fcode>\u003C\u002Fli>\u003Cli>\u003Ccode>ax exec --last-seq 12 --resume\u003C\u002Fcode>\u003C\u002Fli>\u003Cli>可用 conversation ID 接回同一段工作\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>2. 事件日誌讓每一步都能追\u003C\u002Fh2>\u003Cp>AX 把執行狀態放進 event log，而且由單一 controller 負責寫入。這種單寫入架構的好處，是每次 agent、工具、技能的動作都有清楚順序，事後要重播或檢查也比較容易。\u003C\u002Fp>\u003Cp>官方描述不只是把它當儲存方式，而是把它視為控制與稽核能力。對需要追責、除錯或觀察行為的團隊來說，這比單純保存對話內容更有價值。\u003C\u002Fp>\u003Cul>\u003Cli>single-writer 架構\u003C\u002Fli>\u003Cli>durable event log\u003C\u002Fli>\u003Cli>controller 統一協調 user calls、agent calls 與 tools\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>3. 把 agent、工具、技能拆開跑\u003C\u002Fh2>\u003Cp>AX 把 agents、tools、\u003Ca href=\"\u002Ftag\u002Fskills\">skills\u003C\u002Fa> 視為彼此隔離的 actors，彼此不必擠在同一個程序裡。架構圖顯示 controller 會把工作分派到遠端 agent、工具服務，還有內建 skills 的 environment。\u003C\u002Fp>\n\u003Cfigure class=\"my-6\">\u003Cimg src=\"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781950659786-aaoo.png\" alt=\"Google AX 把代理執行變成可恢復工作\" class=\"rounded-xl w-full\" loading=\"lazy\" \u002F>\u003C\u002Ffigure>\n\u003Cp>這種拆法適合重視安全性、可靠性或水平擴充的系統。工具可以透過 RPC 或 \u003Ca href=\"\u002Ftag\u002Fmcp\">MCP\u003C\u002Fa> 服務暴露，讓整體架構更像分散式工作流，而不是單一巨型應用。\u003C\u002Fp>\u003Cul>\u003Cli>remote agents 透過 gRPC\u003C\u002Fli>\u003Cli>tools 可接 MCP servers\u003C\u002Fli>\u003Cli>environment 與 skills 分離成獨立 actor\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>4. CLI 能直接接自訂代理\u003C\u002Fh2>\u003Cp>AX 不只是 runtime 規格，也提供實際可操作的命令列介面。你可以啟動遠端 agent server，把它註冊進 \u003Ccode>ax.yaml\u003C\u002Fcode>，再用 \u003Ccode>ax exec\u003C\u002Fcode> 叫它工作。\u003C\u002Fp>\u003Cp>這讓開發者可以快速測試自己的 agent 行為，也能把自訂 agent ID、伺服器位址與恢復流程串在一起。對需要反覆調整 agent 的團隊來說，CLI 是很實用的入口。\u003C\u002Fp>\u003Cul>\u003Cli>\u003Ccode>ax exec --server localhost:8494 --input \"Hello agents!\"\u003C\u002Fcode>\u003C\u002Fli>\u003Cli>\u003Ccode>ax exec --agent coding --input \"Write a simple HTTP server in Python\"\u003C\u002Fcode>\u003C\u002Fli>\u003Cli>\u003Ccode>ax serve --config my-config.yaml\u003C\u002Fcode>\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>5. 以 Kubernetes 當主要落地方式\u003C\u002Fh2>\u003Cp>專案明確寫出 AX 原生支援 Agent Substrate on Kubernetes，而且建議把它當作 production 的主要部署方式。同時它也被描述為 compute-agnostic，不綁死單一執行環境。\u003C\u002Fp>\u003Cp>這代表 AX 更像是給要跑長時間 agent 工作的團隊，而不是只做 demo 的工具。如果你需要 controller、恢復機制與分散 actor，Kubernetes 會是最順的路。\u003C\u002Fp>\u003Cul>\u003Cli>production 優先選 Kubernetes\u003C\u002Fli>\u003Cli>可搭配 local 與 server mode\u003C\u002Fli>\u003Cli>適合小型與大型部署\u003C\u002Fli>\u003C\u002Ful>\u003Ch2>怎麼挑\u003C\u002Fh2>\u003Cp>如果你的 agent 系統需要中斷後續跑、保留完整紀錄，AX 很值得看。它比較適合長壽命任務、分散協調與可觀測性要求高的團隊。\u003C\u002Fp>\u003Cp>如果你只想要一個簡單的本機模型包裝器，AX 目前可能偏重。但若你已經在規劃自訂代理、遠端工具與 Kubernetes 部署，它會是很明確的候選方案。\u003C\u002Fp>","5 個重點看懂 Google AX：可恢復執行、事件日誌、隔離 actor、自訂代理與 Kubernetes 部署。","github.com","https:\u002F\u002Fgithub.com\u002Fgoogle\u002Fax",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781950665233-yr36.png","industry","zh","36d8e7b0-ce1b-4870-b1ee-fae9ae5e2356",[17,18,19,20,21,22,23,24],"Google AX","agent runtime","resumable execution","event log","Kubernetes","distributed agents","MCP","gRPC",[26,27,28],"AX 的核心價值是讓 agent 工作可中斷、可恢復。","事件日誌與單一 controller 讓執行過程更容易稽核與重播。","它更適合分散式、長時間、要上 Kubernetes 的 agent 系統。",0,"2026-06-20T10:17:16.442913+00:00","2026-06-20T10:17:16.423+00:00","f2c5fdb9-8e47-498a-ad3d-1e7ab235a0c4",{"tags":34,"relatedLang":37,"relatedPosts":41},[35],{"name":21,"slug":36},"kubernetes",{"id":15,"slug":38,"title":39,"language":40},"google-ax-resumable-agent-runtime-en","Google AX turns agent runs into resumable jobs","en",[42,48,54,60,66,72],{"id":43,"slug":44,"title":45,"cover_image":46,"image_url":46,"created_at":47,"category":13},"c2912e3a-9fd2-48a8-b5e2-7cdf316e1569","solana-1000-target-fantasy-not-forecast-zh","Solana 的 1000 美元目標是幻想，不是預測","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781956961751-otqv.png","2026-06-20T12:02:19.172864+00:00",{"id":49,"slug":50,"title":51,"cover_image":52,"image_url":52,"created_at":53,"category":13},"4a0eec7c-3964-49d6-9605-de8f69fe633a","wso2-600m-sale-open-source-enterprise-software-zh","WSO2 600M 美元賣身案","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781951574834-hfa2.png","2026-06-20T10:32:30.542398+00:00",{"id":55,"slug":56,"title":57,"cover_image":58,"image_url":58,"created_at":59,"category":13},"35538382-b124-4903-94cc-ccfdee792f8b","designmd-agent-ready-ui-specs-zh","design.md 把品牌 token 變成可執行 UI 規格","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781947068866-7u40.png","2026-06-20T09:17:20.204707+00:00",{"id":61,"slug":62,"title":63,"cover_image":64,"image_url":64,"created_at":65,"category":13},"ff19d422-4694-464f-8184-fff9bfba954a","claude-vs-gpt-vs-gemini-cheng-shi-ma-ji-zhun-dui-jue-zh","Claude vs GPT vs Gemini：程式碼基準對決","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781939879962-8wf9.png","2026-06-20T07:17:34.904794+00:00",{"id":67,"slug":68,"title":69,"cover_image":70,"image_url":70,"created_at":71,"category":13},"ba974156-c051-482e-a173-682115e06871","clip-converter-rivals-faster-safer-2026-zh","4 款 Clip Converter 替代品，格式更廣也更安全","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781935361809-s27m.png","2026-06-20T06:02:18.601585+00:00",{"id":73,"slug":74,"title":75,"cover_image":76,"image_url":76,"created_at":77,"category":13},"487c9b6d-f5b0-4af9-b51d-e768c7b74b08","openai-sora-shutdown-unit-economics-zh","OpenAI 的 Sora 停止服務證明：AI 不是贏在聲量，而是算得過單位經濟","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781933566229-4oaw.png","2026-06-20T05:32:17.291619+00:00",[79,84,89,94,99,104,109,114,119,124],{"id":80,"slug":81,"title":82,"created_at":83},"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":85,"slug":86,"title":87,"created_at":88},"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":90,"slug":91,"title":92,"created_at":93},"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":95,"slug":96,"title":97,"created_at":98},"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":100,"slug":101,"title":102,"created_at":103},"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":105,"slug":106,"title":107,"created_at":108},"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":110,"slug":111,"title":112,"created_at":113},"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":115,"slug":116,"title":117,"created_at":118},"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":120,"slug":121,"title":122,"created_at":123},"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":125,"slug":126,"title":127,"created_at":128},"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"]