[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-agent":3},{"tag":4,"articles":10,"peer_article_count":200},{"id":5,"name":6,"slug":6,"article_count":7,"description_zh":8,"description_en":9},"142d84ef-3755-4538-a403-96e0800450e9","agent",11,"Agent 指的是能在多步驟流程中規劃、呼叫工具、讀取外部系統並持續修正行動的 AI 代理。這個主題涵蓋 SDK、MCP、OAuth、sandboxing 與長流程控管，也延伸到 coding agent、企業部署與工具整合。","Agents are AI systems that plan across multiple steps, call tools, and interact with external services while adjusting their actions along the way. This tag covers SDKs, MCP, OAuth, sandboxing, coding agents, and the controls needed to deploy them in real products.",[11,20,28,36,43,51,59,66,73,80,87,94,101,108,115,122,129,136,143,150,157,164,171,179,186,193],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"27158ff2-023c-492f-9d6c-4da381c28d26","codex-app-april-upgrade-agent-work-units-zh","Codex App 4月升级：Agent 拆成工作单元","OpenAI 4 月更新 Codex App，把 Agent 从对话对象改成可调度的工作单元，开发者开始用“分派任务”而不是“单点问答”来操作 AI。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782660773608-hada.png","zh","2026-06-28T15:32:23.324007+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":25,"image_url":26,"cover_image":26,"language":18,"created_at":27},"235b157a-f1d3-4e4f-91ed-eb7eafba754d","ai-entry-four-skills-low-barrier-guide-zh","AI入行四件套，把门槛降到能上手","把AI入行拆成标注、提示词、RAG、Agent四条路，并附可直接套用的学习模板。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782479911346-85tp.png","2026-06-26T13:18:00.605419+00:00",{"id":29,"slug":30,"title":31,"summary":32,"category":33,"image_url":34,"cover_image":34,"language":18,"created_at":35},"4bae46b4-28cb-40fc-b4d0-ea7d5d2b2d70","doubao-pro-turns-agent-into-office-tool-zh","豆包专业版把Agent做成日常工具","我拆解豆包专业版的办公任务模式，整理成本地操作、财报分析、Skill 复用的可抄模板。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782479016692-y1zq.png","2026-06-26T13:03:04.750034+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":33,"image_url":41,"cover_image":41,"language":18,"created_at":42},"1aeae331-e5da-4bc9-bee6-6d7bbf47874f","loop-engineering-agent-completes-tasks-zh","Loop Engineering 讓 Agent 做完事","我把 Loop Engineering 拆成一套能直接拿去用的 Agent 完成任務模板，重點是讓模型自己檢查、修正、收斂到交付。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782408826097-l6g3.png","2026-06-25T17:33:18.060707+00:00",{"id":44,"slug":45,"title":46,"summary":47,"category":48,"image_url":49,"cover_image":49,"language":18,"created_at":50},"8b0b6a07-b173-42ab-883a-77d720808276","kimi-long-context-models-moonshot-ai-zh","Kimi 的長上下文一路加大","Moonshot AI 的 Kimi 從長上下文聊天機器人，走到 agent 與 1T 參數模型。Kimi K2.5 在 2026 年 1 月登場，也把產品線推到更複雜的階段。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1782231484525-xqgo.png","2026-06-23T16:17:38.02879+00:00",{"id":52,"slug":53,"title":54,"summary":55,"category":56,"image_url":57,"cover_image":57,"language":18,"created_at":58},"411c8eae-4b17-49a6-bc60-a72749c85a3d","skill-to-lora-cuts-agent-token-overhead-zh","Skill-to-LoRA 讓技能別再吃 Token","Skill-to-LoRA 把 SKILL.md 轉成 LoRA adapter，讓 agent 不必每次把長文件塞進 context，降低 token 成本。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781993875553-e5u3.png","2026-06-20T22:17:30.645442+00:00",{"id":60,"slug":61,"title":62,"summary":63,"category":16,"image_url":64,"cover_image":64,"language":18,"created_at":65},"7283751c-5256-42e6-9921-ef345e21d4d7","huawei-openpangu-20-xiaoyi-tools-zh","openPangu 2.0 讓小藝會用工具","我拆開華為 openPangu 2.0 的工具調用思路，整理成一份可直接套用的助手模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781823803597-lyji.png","2026-06-18T23:02:57.869909+00:00",{"id":67,"slug":68,"title":69,"summary":70,"category":48,"image_url":71,"cover_image":71,"language":18,"created_at":72},"d8a1caad-1c20-4ee8-b8d2-72930280631a","glm-52-open-frontier-ai-for-developers-zh","GLM-5.2把前沿模型变成工具","我拆解GLM-5.2全量开放背后的开发者信号，并给你一份可直接改用的模型选型模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781442214340-50f5.png","2026-06-14T13:03:02.867596+00:00",{"id":74,"slug":75,"title":76,"summary":77,"category":16,"image_url":78,"cover_image":78,"language":18,"created_at":79},"1a577d27-7d0b-428a-a3df-ee0ae39c5d5f","devin-pricing-turns-agents-into-seats-zh","Devin 定價把 agents 變 seats","我拆 Devin 的定價頁，整理出可直接套用的 quota、seat、team 控制模板。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781096620398-19a8.png","2026-06-10T13:03:10.4842+00:00",{"id":81,"slug":82,"title":83,"summary":84,"category":16,"image_url":85,"cover_image":85,"language":18,"created_at":86},"eaafcfeb-80da-44b6-9b20-06e9846d52a5","portainer-docker-standalone-upgrade-checklist-zh","Portainer 升級文把 Docker 更新變清單","我把 Portainer 的 Docker Standalone 升級流程拆成可直接複製的檢查清單，讓你不用邊升級邊猜。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780915698308-56pt.png","2026-06-08T10:47:47.228222+00:00",{"id":88,"slug":89,"title":90,"summary":91,"category":16,"image_url":92,"cover_image":92,"language":18,"created_at":93},"60918400-6f71-472c-a7c2-9ca219c81392","claude-code-dynamic-workflows-new-primitive-en-zh","Claude Code Dynamic Workflows：新原语來了","Anthropic 的 Dynamic Workflows 被解讀為把編排邏輯寫進程式碼的新原語，焦點在於它到底是 workflow 還是 agent。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1780628571873-zwd8.png","2026-06-05T03:02:22.095066+00:00",{"id":95,"slug":96,"title":97,"summary":98,"category":16,"image_url":99,"cover_image":99,"language":18,"created_at":100},"a109dac1-43f3-4a6b-982c-13b59e8f61e9","vibe-research-ai-tools-workflows-zh","Vibe Research：用 AI 加速研究流程","Vibe research 把 LLM、agent、coding 工具和 review loop 串成流程，讓研究從讀文獻到跑實驗都更可執行。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778904653705-zekc.png","2026-05-16T04:10:33.15767+00:00",{"id":102,"slug":103,"title":104,"summary":105,"category":33,"image_url":106,"cover_image":106,"language":18,"created_at":107},"e7874ed9-592f-4e06-b7b7-ab733fe779db","claude-agent-dreaming-outcomes-multiagent-zh","Claude 幫 Agent 加了做夢功能","Anthropic 為 Claude 托管智能體加入 Dreaming、Outcomes 和多智能體編排，任務完成率最高提升 6 倍。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778868642412-7woy.png","2026-05-15T18:10:24.427608+00:00",{"id":109,"slug":110,"title":111,"summary":112,"category":16,"image_url":113,"cover_image":113,"language":18,"created_at":114},"e60e5a80-ca58-46fb-be85-5d51d7f3d2df","ragflow-open-source-rag-agent-engine-zh","RAGFlow 加入 Agent 與自架部署","RAGFlow 把開源 RAG、Agent、自架部署和新模型支援整合在一起，適合處理 PDF、表格和多來源文件的團隊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778526664887-ynxt.png","2026-05-11T19:10:35.308559+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":56,"image_url":120,"cover_image":120,"language":18,"created_at":121},"bf5e8812-6fcc-4509-88fa-471708fb8e7c","why-open-source-llms-should-be-judged-by-workload-not-hype-zh","為什麼開源 LLM 應該按工作負載來選，不該看熱度","2026 年選開源 LLM，應該先看工作負載是否匹配，而不是追逐排行榜與發布熱度。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778095237993-2zi1.png","2026-05-06T19:20:21.620944+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":33,"image_url":127,"cover_image":127,"language":18,"created_at":128},"b3e4d4ed-a225-456c-8550-8d26c26ce5e5","openai-agents-sdk-safer-enterprise-controls-zh","OpenAI Agents SDK 加強企業控管","OpenAI 為 Agents SDK 加上 sandboxing 與 harness 支援，讓企業能把長流程代理人放進更可控的環境，API 也維持標準計價。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776513829857-0otz.png","2026-04-18T12:03:31.394038+00:00",{"id":130,"slug":131,"title":132,"summary":133,"category":48,"image_url":134,"cover_image":134,"language":18,"created_at":135},"57576af6-0bf2-4616-ac89-8435e39a8aa7","glm-5-zai-flagship-coding-agents-zh","GLM-5 登場：Z.AI 的寫程式旗艦","GLM-5 是 Z.AI 的新旗艦模型。744B 總參數、200K context、SWE-bench Verified 77.8、Terminal Bench 2.0 56.2，直接挑戰頂級 coding 模型。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775135063109-o1yh.png","2026-04-02T13:03:42.135022+00:00",{"id":137,"slug":138,"title":139,"summary":140,"category":33,"image_url":141,"cover_image":141,"language":18,"created_at":142},"7ddbbf8f-d0ea-49fd-9104-771f0aa0f77e","crewform-agents-act-like-mcp-tools-zh","CrewForm 讓 Agent 直接變 MCP 工具","CrewForm 把已發布的 agents 直接暴露成 MCP tools，Claude Desktop 和 Cursor 只要一份設定檔就能呼叫。這篇拆解它怎麼做、為何重要，以及和其他 agent 整合方式的差別。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775131437845-4zm2.png","2026-04-02T12:03:40.231248+00:00",{"id":144,"slug":145,"title":146,"summary":147,"category":16,"image_url":148,"cover_image":148,"language":18,"created_at":149},"d18f279f-60d5-4b67-a304-61649912c957","opencode-mcp-servers-oauth-support-zh","OpenCode 加入 MCP 與 OAuth","OpenCode 把 MCP server 接進 LLM，支援本機與遠端連線、OAuth 驗證、每個 agent 的工具控制，還有 token 風險提示。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775128020961-fl82.png","2026-04-02T11:06:35.811934+00:00",{"id":151,"slug":152,"title":153,"summary":154,"category":33,"image_url":155,"cover_image":155,"language":18,"created_at":156},"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":158,"slug":159,"title":160,"summary":161,"category":48,"image_url":162,"cover_image":162,"language":18,"created_at":163},"c679b51f-194a-463b-87fc-7695256ff752","mimo-v2-pro-vs-omni-vs-flash-2026-zh","MiMo V2 Pro、Omni、Flash 怎麼選","MiMo 2026 三款模型分工很清楚：Flash 主打開源與 coding，Pro 提供 1M context，Omni 則處理圖像、音訊與影片。這篇直接比 benchmark、價格與適用場景。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775092816164-mhzf.png","2026-04-02T01:18:43.576128+00:00",{"id":165,"slug":166,"title":167,"summary":168,"category":25,"image_url":169,"cover_image":169,"language":18,"created_at":170},"87497399-e0aa-47bd-b17d-961dd8c683bb","agent-infra-rewrites-ai-infrastructure-zh","Agent 基礎設施正在重寫 AI","SWE-agent、Anthropic 與 MCP 讓人看見，Agent 表現越來越取決於介面、狀態與排程，不再只看模型大小。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057778098-qqk6.png","2026-04-01T10:06:26.981996+00:00",{"id":172,"slug":173,"title":174,"summary":175,"category":25,"image_url":176,"cover_image":177,"language":18,"created_at":178},"e3cf726e-8d83-4a90-878a-07b44fe78f6a","minimax-first-earnings-report-hk-listing-zh","MiniMax首份財報：收入年增159%","MiniMax首份港股財報顯示收入年增158.9%，海外收入占73%，毛利率升至25.4%。這家公司正把模型、應用和平台一起做，Agent業務也開始放大商業化。",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774618930188-17in.png","2026-03-28T01:15:20.658871+00:00",{"id":180,"slug":181,"title":182,"summary":183,"category":33,"image_url":184,"cover_image":184,"language":18,"created_at":185},"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","Kimi K2.5 加入視覺、寫碼和多代理工具，長文理解更強，但長跑慢、設計感弱、付費牆明顯，還沒到頂級行列。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Fcover-1774595754485-vd5ahn.png","2026-03-27T07:15:55.277513+00:00",{"id":187,"slug":188,"title":189,"summary":190,"category":25,"image_url":191,"cover_image":191,"language":18,"created_at":192},"b17b5b59-66b9-422e-9e36-99599aa614b5","ai-and-tech-trends-to-watch-in-2026-zh","2026 科技趨勢：AI 進入實戰","IBM 對 2026 的觀察很直接：多代理系統會開始進入正式環境，AI 硬體焦點從堆算力轉向效率，量子運算也要面對一次可驗證的實際考驗。重點不再是最大模型，而是能不能在企業裡穩定、便宜、可治理地跑起來。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517182966-phe7.png","2026-03-26T07:59:50.711356+00:00",{"id":194,"slug":195,"title":196,"summary":197,"category":48,"image_url":198,"cover_image":198,"language":18,"created_at":199},"0dcc2c61-c2a6-480d-adb8-dd225fc68914","march-2026-ai-model-news-what-mattered-zh","2026 年 3 月 AI 模型新聞重點","2026 年 3 月的 AI 圈看起來很安靜，其實重點早就不在新模型。真正有料的是推論速度、KV cache 壓縮、Agent 權限控制，還有 OpenAI 內部重組。對開發者來說，這些變化比排行榜多 1 分更實際。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516475683-ar4c.png","2026-03-26T07:32:08.386348+00:00",10]