[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-openclaw":3},{"tag":4,"articles":11},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":10},"943d9aa7-7459-425c-b4bc-b4b05a120649","OpenClaw","openclaw",49,"OpenClaw 是一套可在本機或 homelab 部署的多代理工作流框架，重點在任務分工、記憶檢索、工具整合與執行控管。它適合研究、寫作、維運與自動化場景，也常被拿來評估本地模型、權限安全與插件風險。","OpenClaw is a local-first multi-agent workflow framework for splitting research, writing, ops, and automation into coordinated agents. Its relevance lies in memory retrieval, tool integration, approval hooks, and the security tradeoffs of running local or cloud-connected models.",[12,21,29,36,44,51,58,65,72,80,87,94,101,108,115,123,130,137,144,151,158,165,172,179,186,193,200,207],{"id":13,"slug":14,"title":15,"summary":16,"category":17,"image_url":18,"cover_image":18,"language":19,"created_at":20},"2cec5115-00ba-4406-bdce-8510151060e5","openclaw-247000-stars-47700-forks-zh","OpenClaw 24.7萬星爆紅","OpenClaw 以 24.7 萬 GitHub stars、4.77 萬 forks 竄紅，從訊息機器人變成熱門 AI agent，也把權限、安全與治理問題推上檯面。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779413149174-svvn.png","zh","2026-05-22T01:25:25.792918+00:00",{"id":22,"slug":23,"title":24,"summary":25,"category":26,"image_url":27,"cover_image":27,"language":19,"created_at":28},"cf076b4f-475d-41f4-a606-1d9355999b59","openclaw-374k-star-local-ai-assistant-zh","OpenClaw：37.4萬星本地 AI 助手","OpenClaw 以 37.4 萬 GitHub stars、7.76 萬 forks 成為熱門本地 AI 助手專案，主打自架、跨裝置、跨聊天平台與沙箱工具執行。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779412554332-6qcm.png","2026-05-22T01:15:27.18407+00:00",{"id":30,"slug":31,"title":32,"summary":33,"category":26,"image_url":34,"cover_image":34,"language":19,"created_at":35},"3a2cfa8e-b508-4a86-b2fc-23a1d5f72cb1","openclaw-headless-mode-ollama-zh","Ollama 讓 OpenClaw 可無頭執行","Ollama 為 OpenClaw 加上無頭執行模式，適合 Docker、CI\u002FCD 和腳本。只要加上 --yes，還要指定模型，就能跳過互動流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779411978099-6l70.png","2026-05-22T01:05:28.381201+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":41,"image_url":42,"cover_image":42,"language":19,"created_at":43},"a9007b6d-f242-4dc2-90e2-9f4298eb014a","openclaw-vs-hermes-wu-ceng-jia-gou-dui-bi-zh","OpenClaw vs Hermes: 五层架构对比","OpenClaw 偏轻量工程落地，Hermes 偏五层自进化代理；这篇帮你判断该选快速上线，还是选长期成长架构。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777997451415-1kyv.png","2026-05-05T16:10:29.175428+00:00",{"id":45,"slug":46,"title":47,"summary":48,"category":17,"image_url":49,"cover_image":49,"language":19,"created_at":50},"175e98d3-10c5-4bc8-85a6-e77fd5ae3700","how-to-run-openclaw-with-open-source-models-zh","怎麼用開源模型跑 OpenClaw","這篇教你把 OpenClaw 改接 OpenRouter 上的開源模型，完成 API key、模型切換、舊 Anthropic 設定清理與基本調校。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777975846052-eovb.png","2026-05-05T10:10:23.134821+00:00",{"id":52,"slug":53,"title":54,"summary":55,"category":26,"image_url":56,"cover_image":56,"language":19,"created_at":57},"2bacec09-61c9-46f8-977a-bb2055a69be1","red-hat-tank-os-openclaw-enterprise-safety-zh","Red Hat Tank OS 讓 OpenClaw 更適合企業","Red Hat 工程師推出 Tank OS，把 OpenClaw 包進 Podman 與 Fedora Linux，主打隔離、更新與憑證管理，讓企業更敢把 AI agent 放進真實伺服器與筆電。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777510263613-kfld.png","2026-04-30T00:50:50.425685+00:00",{"id":59,"slug":60,"title":61,"summary":62,"category":17,"image_url":63,"cover_image":63,"language":19,"created_at":64},"ff0b55eb-ff77-4606-81f4-fa292fb7baed","secure-local-ai-agent-openclaw-nemoclaw-zh","用 OpenClaw 做本地 AI Agent","NVIDIA NemoClaw 結合 OpenClaw 與 OpenShell，在 DGX Spark 上跑 Telegram 連動的本地 AI Agent，模型權重留在裝置內，適合重視資料控制的開發者。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776859797486-0fkf.png","2026-04-22T12:09:36.534911+00:00",{"id":66,"slug":67,"title":68,"summary":69,"category":17,"image_url":70,"cover_image":70,"language":19,"created_at":71},"fccdb73d-49ee-45c4-9c9c-d74f8239c5a0","openclaw-memory-retrieval-system-zh","OpenClaw 記憶體檢索怎麼跑","OpenClaw 的記憶體系統靠檔案監看、非同步去抖更新索引，還能依 API key 決定是否啟用搜尋。這種做法很務實，也方便除錯。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775630218744-w091.png","2026-04-08T06:36:39.499911+00:00",{"id":73,"slug":74,"title":75,"summary":76,"category":77,"image_url":78,"cover_image":78,"language":19,"created_at":79},"67cf0527-dca5-4915-8765-9e8b207374a6","build-crypto-ai-agent-bankr-zerion-zh","用 Bankr 和 Zerion 打造 Crypto AI…","Bankr 和 Zerion 讓 AI agent 能讀錢包、下單交易，還能用自己的鏈上錢包付 API 費用。這套組合把執行、資料和付款串在一起，適合想做 onchain agent 的開發者。","blockchain","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775250951902-ck6x.png","2026-04-03T21:15:35.557643+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":26,"image_url":85,"cover_image":85,"language":19,"created_at":86},"b0999aa9-5e9e-411d-9a0e-302903cd6e64","openclaw-april-2026-update-xai-minimax-zh","Openclaw 4月更新加入 xAI 與 MiniMax","Openclaw 2026 年 4 月更新加入 xAI、MiniMax 支援，也強化 plugin config、approval hooks 與 safer exec defaults。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775199835137-6qt4.png","2026-04-03T07:03:34.669856+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":17,"image_url":92,"cover_image":92,"language":19,"created_at":93},"83ca74a3-1c05-4acb-978f-70b3efff1730","openclaw-build-train-personal-ai-agent-zh","OpenClaw：自己打造 AI 代理人","OpenClaw 是一套可本機執行的開源 AI 代理人。它能從 Telegram 收訊息，處理 email、行事曆、程式碼與排程任務，適合想自己掌控資料與工作流的開發者。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775196972151-uvkt.png","2026-04-03T06:15:46.459206+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":41,"image_url":99,"cover_image":99,"language":19,"created_at":100},"62300b06-a262-4e85-ba52-ef1e0da3e51f","openclaw-testing-china-ai-ambitions-zh","OpenClaw 正在測試中國 AI 野心","OpenClaw 在中國快速擴散，但資料外洩、誤刪檔案與外掛風險，正逼著監管單位出手。這場測試不只看 AI 能不能做事，也看中國能不能管住它。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775125830981-c5jb.png","2026-04-02T09:03:36.537384+00:00",{"id":102,"slug":103,"title":104,"summary":105,"category":17,"image_url":106,"cover_image":106,"language":19,"created_at":107},"3b99cf9a-4008-4d44-9929-a191fdbeea4f","openclaw-60-day-surge-ai-agents-zh","OpenClaw 60 天暴衝，AI Agent 變味了","OpenClaw 60 天 GitHub 星星數暴衝，連 React 十年累積都被超車。這代表 AI Agent 正從聊天工具，走向能直接做事的軟體層。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775121943016-kan8.png","2026-04-02T08:09:29.989526+00:00",{"id":109,"slug":110,"title":111,"summary":112,"category":17,"image_url":113,"cover_image":113,"language":19,"created_at":114},"7503860c-a7eb-4fa9-a9f9-0d1b16120d43","openclaw-v2026-3-24-reset-guide-integrations-zh","OpenClaw v2026.3.24 重置與整合指南","OpenClaw v2026.3.24 仍是 beta，但重置流程、Ark Coding Plan 與 Feishu 整合，已經很像可落地的 agent 工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775121667480-c5rz.png","2026-04-02T08:03:33.382953+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":120,"image_url":121,"cover_image":121,"language":19,"created_at":122},"f68290bd-e7f3-4b30-ba22-dcd4e0130a66","openclaw-1299-repos-eight-weeks-analysis-zh","OpenClaw 1299 個 Repo 的資料解讀","OpenClaw 上線 8 週就累積 1,299 個 repo。本文拆解 13 類專案分布、中文工具鏈、部署與整合順序，看看開發者到底怎麼接上這個新平台。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775110599978-wpge.png","2026-04-02T05:03:45.208411+00:00",{"id":124,"slug":125,"title":126,"summary":127,"category":26,"image_url":128,"cover_image":128,"language":19,"created_at":129},"0af9dff5-4682-4a38-bcf1-8e3440058369","how-to-update-openclaw-any-platform-zh","任何平台更新 OpenClaw 教學","教你在 Mac、Windows、Linux 和 Docker 更新 OpenClaw。先查版本、先備份，再處理 npm、Homebrew、套件管理器與容器常見升級問題。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775199984923-ljdj.png","2026-04-02T01:09:31.761605+00:00",{"id":131,"slug":132,"title":133,"summary":134,"category":26,"image_url":135,"cover_image":135,"language":19,"created_at":136},"d4002976-c468-47f5-94fe-adb743fe12b7","openclaw-update-guide-safe-upgrades-2026-zh","OpenClaw 2026 安全升級指南","OpenClaw 更新很容易踩雷。這篇整理最安全的升級流程，從備份、回復、版本檢查，到常見故障與競品比較，幫你少花一個下午修設定。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775092096019-n8d4.png","2026-04-02T01:06:39.751715+00:00",{"id":138,"slug":139,"title":140,"summary":141,"category":17,"image_url":142,"cover_image":142,"language":19,"created_at":143},"caa29533-0d01-4db5-9571-a3a25c0f5495","openclaw-solo-builder-autonomous-agents-zh","OpenClaw：一人多代理的工作流","一位獨立開發者用 OpenClaw 在 homelab 跑 8 個 orchestrator 與 35 個 persona，把寫作、研究、維運拆成平行工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775058259428-sjsg.png","2026-04-01T13:09:36.098233+00:00",{"id":145,"slug":146,"title":147,"summary":148,"category":17,"image_url":149,"cover_image":149,"language":19,"created_at":150},"804fba52-1baf-4f99-b3d7-5f1807b77226","openclaw-324-fixes-skills-setup-friction-zh","OpenClaw 3.24 降低 Skills 設定門檻","OpenClaw 3.24 加入 Skills 引導安裝、重整主控台介面，並修補媒體檔案存取繞過漏洞，同時強化 Teams 與 API 相容性。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775058259836-hmuw.png","2026-04-01T13:06:30.953525+00:00",{"id":152,"slug":153,"title":154,"summary":155,"category":17,"image_url":156,"cover_image":156,"language":19,"created_at":157},"9dd23277-9adf-4eba-910f-cb8c7dbcb512","openclaw-security-risks-and-defenses-zh","OpenClaw安全風險與防護清單","OpenClaw曝出1184個惡意技能包，23萬+實例暴露公網。本文拆解風險、漏洞、擴充生態與防護清單，給開發者可直接落地的檢查重點。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057612643-dbka.png","2026-04-01T09:54:40.76006+00:00",{"id":159,"slug":160,"title":161,"summary":162,"category":17,"image_url":163,"cover_image":163,"language":19,"created_at":164},"72fb07e7-8c8d-4dd0-aeac-304b03cd0493","openclaw-multi-agent-deployment-app-platform-zh","OpenClaw 多智能体上雲更省事","OpenClaw 可直接跑在 DigitalOcean App Platform，上雲後支援多智能體、私有網路與較好預估的成本，適合常駐 AI 助手。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057607855-cg82.png","2026-04-01T09:51:37.270953+00:00",{"id":166,"slug":167,"title":168,"summary":169,"category":17,"image_url":170,"cover_image":170,"language":19,"created_at":171},"27357768-9d19-4311-aa9d-34775ed662f5","openclaw-ai-worker-privacy-security-costs-zh","OpenClaw：AI 工作者的隱私代價","OpenClaw 讓 AI 直接做事，GitHub stars 衝到 30 萬級，但常駐代理也把隱私、授權與資安風險一起拉高。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057482315-rwdh.png","2026-04-01T09:48:41.565945+00:00",{"id":173,"slug":174,"title":175,"summary":176,"category":17,"image_url":177,"cover_image":177,"language":19,"created_at":178},"33f9de67-5cba-48ab-a7a9-a1ad4d7964aa","openclaw-13-chinese-tech-giants-race-zh","OpenClaw走紅：13家大廠為何跟進","OpenClaw把AI從會聊天推到會操作，騰訊、字節、華為雲等13家廠商跟進，爭的是辦公與設備控制入口。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057488478-fxfl.png","2026-04-01T09:45:44.633703+00:00",{"id":180,"slug":181,"title":182,"summary":183,"category":17,"image_url":184,"cover_image":184,"language":19,"created_at":185},"e34dfc4e-f149-4d39-9cab-da61258554ae","openclaw-3-28-approval-gates-updates-zh","OpenClaw 3.28 加入審批閘門","OpenClaw 3.28 在 4 天內推了 100+ 項變更，加入審批閘門、Grok 搜尋、MiniMax 圖像工具，還修掉一堆 provider 與設定問題。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057477157-82ln.png","2026-04-01T09:42:37.483317+00:00",{"id":187,"slug":188,"title":189,"summary":190,"category":26,"image_url":191,"cover_image":191,"language":19,"created_at":192},"6c3c1577-b1da-4bda-b308-2277f01527c0","openclaw-command-guide-terminal-workflow-zh","OpenClaw 命令指南：從 Web UI 切到終端","OpenClaw 多數人卡在 Web UI。這篇整理常用 CLI、效能差異與終端工作流，幫你把對話工具接進腳本、CI 與日常開發。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775051539892-0i9h.png","2026-04-01T09:39:37.49754+00:00",{"id":194,"slug":195,"title":196,"summary":197,"category":26,"image_url":198,"cover_image":198,"language":19,"created_at":199},"042a73a2-18a2-433d-9e8f-9802b9559aac","github-ai-projects-to-watch-in-2026-zh","2026 必看 20 個 GitHub AI 專案","OpenClaw 衝到約 30.2 萬 GitHub stars 很吸睛，但 2026 年更大的變化其實是另一件事：開源 AI 焦點正從聊天介面，轉向 agents、工作流程、RAG 與多模態工具。這份名單反映的，是 AI 正在變成可部署的軟體基礎層。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519972047-6tx9.png","2026-03-26T08:28:09.619964+00:00",{"id":201,"slug":202,"title":203,"summary":204,"category":41,"image_url":205,"cover_image":205,"language":19,"created_at":206},"bd903b15-2473-4178-9789-b7557816e535","openclaw-raises-hard-question-for-ai-models-zh","OpenClaw 逼問 AI 模型價值","OpenClaw 從開發者 side project 竄進 Nvidia GTC 主舞台，讓市場開始正視一件事：AI 的價值可能正從大型模型本身，轉向代理軟體、在地部署與權限控制。對 OpenAI、Anthropic 與 Nvidia，這題都很硬。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516254469-db6r.png","2026-03-26T07:24:54.707486+00:00",{"id":208,"slug":209,"title":210,"summary":211,"category":17,"image_url":212,"cover_image":212,"language":19,"created_at":213},"4ae1e197-1d3d-4233-8733-eafe9cb6438b","claude-now-uses-your-pc-to-finish-tasks-zh","Claude 開始幫你操作電腦","Anthropic 正在測試 Claude 的新功能。你用手機下指令，它就能在你的電腦上開 App、用瀏覽器、改檔案、填試算表。重點不只是炫技，而是 AI agent 正從聊天框走向真正代勞的軟體。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516169263-wnni.png","2026-03-26T07:20:48.457387+00:00"]