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This tag tracks open-source frameworks, managed enterprise stacks, cost tradeoffs, and local deployment, where agents move from chat interfaces to operational software.",[12,20,27,34,41,49,57,65,72,79,86,93,100,107,115,122,129,137,144,151,158,165,172,179,186,193,200,207,214,221,228,235,242,249,256,263,270,277,284,291,298,306,313,320,327,334,341,348],{"id":13,"slug":14,"title":15,"summary":16,"category":7,"image_url":17,"cover_image":17,"language":18,"created_at":19},"9ea2be05-4f86-4090-8e5e-2a615abf69cb","meta-google-ai-agent-race-agentic-wars-zh","Meta 和 Google 也要搶 AI Agent","OpenClaw 帶動 AI agent 熱潮後，Meta 和 Google 也開始加速布局。這篇拆解它們想做什麼、為何重要，以及 agent 為何會改變搜尋、廣告和交易模式。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778530265459-vchf.png","zh","2026-05-11T20:10:40.000158+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":7,"image_url":25,"cover_image":25,"language":18,"created_at":26},"400b2061-409b-419c-bea9-8770ad60f0aa","why-ai-agents-should-maintain-your-wiki-zh","為什麼 AI agent 應該維護你的 wiki，而不是回答你的問題","AI agent 最該做的不是重複回答問題，而是維護一個會持續更新的 wiki，成為團隊的單一事實來源。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778527836890-jzw6.png","2026-05-11T19:30:22.508692+00:00",{"id":28,"slug":29,"title":30,"summary":31,"category":7,"image_url":32,"cover_image":32,"language":18,"created_at":33},"8311ae8c-8644-42b9-bcda-9dc372f98a14","aws-mcp-server-goes-ga-iam-context-keys-zh","AWS MCP Server 正式 GA，IAM 也跟上了","AWS MCP Server 正式 GA，加入 IAM context keys、15,000+ API 操作與沙箱腳本。這篇整理它怎麼讓 AI agent 更安全地碰 AWS。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778375466914-4s3y.png","2026-05-10T01:10:47.682766+00:00",{"id":35,"slug":36,"title":37,"summary":38,"category":7,"image_url":39,"cover_image":39,"language":18,"created_at":40},"8593e416-9a55-4911-bbf1-d1d4319075a6","deerflow-2-0-agent-orchestration-framework-zh","DeerFlow 2.0：把 Agent 變工作流","DeerFlow 2.0 是一個開源 AI agent 編排框架，把長任務拆成子代理、沙盒執行與持久記憶，適合研究、寫程式與多步驟工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1778188249264-yjzp.png","2026-05-07T21:10:32.997956+00:00",{"id":42,"slug":43,"title":44,"summary":45,"category":46,"image_url":47,"cover_image":47,"language":18,"created_at":48},"91833489-cb94-4286-85db-ec4b6d32302b","why-ai-agents-should-not-be-treated-like-companies-zh","為什麼 AI agent 還不該被當成真正公司","AI agent 可以辦文件、開帳戶、跑金流，但它們還不是能獨立承擔責任的公司。","blockchain","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777908051973-1bvg.png","2026-05-04T15:20:28.50953+00:00",{"id":50,"slug":51,"title":52,"summary":53,"category":54,"image_url":55,"cover_image":55,"language":18,"created_at":56},"1936d894-b0b2-4b61-8c71-6e4c2493d4b6","anthropic-claude-mythos-ai-governance-gaps-zh","Claude Mythos 揭開 AI 治理漏洞","Anthropic 的 Claude Mythos Preview 顯示，企業 AI agent 會跑得比治理還快，銀行、醫療、零售與供應鏈都得重做控管。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777889463258-krt9.png","2026-05-04T10:10:36.242263+00:00",{"id":58,"slug":59,"title":60,"summary":61,"category":62,"image_url":63,"cover_image":63,"language":18,"created_at":64},"3851a445-06d0-40b6-a3b7-ae900ce52a2d","free-ai-agent-resources-bookmark-guide-zh","值得收藏的 AI Agent 資源庫","一個 GitHub 彙整頁收進 Microsoft、LangChain、OpenAI 等 AI agent 教學與框架。適合想從入門課、Notebook 到實作框架，一次整理學習路線的開發者。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776906244057-umwy.png","2026-04-23T01:03:39.387934+00:00",{"id":66,"slug":67,"title":68,"summary":69,"category":7,"image_url":70,"cover_image":70,"language":18,"created_at":71},"795e71d1-19c4-4e7e-9fe8-4f3e56375ebd","claude-code-advanced-patterns-six-months-zh","用了 Claude Code 半年，這五件事我希望一開始就知道","用 Claude Code 超過一週的人都會發現，它跟 ChatGPT 最大的差別不是能跑 terminal、也不是能搜網頁，而是它會記住東西並且隨使用成長。但多數人停在「跟它聊天」的階段。這篇整理半年經驗裡最有感的五件事：CLAUDE.md 的真正用法、Memory 該存什麼、Skill 組合的化學反應、Subagent 派工的三種常見錯誤，以及跨 CLI 協作（Claude Code \u002F Codex \u002F Gemini）的實作選擇。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776738620609-g10m.png","2026-04-20T08:25:00.602016+00:00",{"id":73,"slug":74,"title":75,"summary":76,"category":7,"image_url":77,"cover_image":77,"language":18,"created_at":78},"a0793170-f21f-4450-9d77-43cc7e43b192","anthropic-managed-agents-enterprise-ai-work-zh","Anthropic 推出 Managed Agents 攻…","Anthropic 推出 Claude Managed Agents，想把企業做 AI agent 時最煩的基礎建設包起來。公司 ARR 已破 300 億美元，和 OpenAI 的企業戰場也越打越兇。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775779802303-ko9l.png","2026-04-10T00:09:40.716623+00:00",{"id":80,"slug":81,"title":82,"summary":83,"category":7,"image_url":84,"cover_image":84,"language":18,"created_at":85},"fac79d39-f8d7-4936-8079-fcb9c297e313","microsoft-365-copilot-cowork-claude-partnership-zh","Microsoft 365 把 Copilot 推向執行層","Microsoft 365 正把 Copilot 從聊天工具推向任務執行，還透過與 Anthropic 的合作把 Claude 拉進企業工作流，背後是 300 億美元級別的佈局。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775304230592-esm8.png","2026-04-04T12:03:33.333726+00:00",{"id":87,"slug":88,"title":89,"summary":90,"category":7,"image_url":91,"cover_image":91,"language":18,"created_at":92},"2e3a7869-d773-4c82-a8ab-d992934e0e47","hermes-agent-agent-harness-framework-zh","Hermes Agent：代理測試框架怎麼看","Hermes Agent 想把 agent 的工具呼叫、追蹤、評測和流程控制收進同一套框架。對要把 LLM 做進產品的團隊來說，這種 harness 比炫技 demo 更實用。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775207571413-ex0h.png","2026-04-03T09:12:32.90367+00:00",{"id":94,"slug":95,"title":96,"summary":97,"category":7,"image_url":98,"cover_image":98,"language":18,"created_at":99},"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":101,"slug":102,"title":103,"summary":104,"category":54,"image_url":105,"cover_image":105,"language":18,"created_at":106},"9094c6ad-a566-4e01-899a-e89b240d9528","metas-manus-deal-faces-china-regulatory-heat-zh","Meta 收購 Manus 遇中國審查","Meta 收購 Manus 之後，這筆 5 億美元級交易在中國遭遇出口管制與反壟斷審查。Manus 2022 年起家、2025 年遷到新加坡，年營收又傳破 1 億美元，讓這案子變得不只是買公司。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775180204621-bu19.png","2026-04-03T01:36:27.264243+00:00",{"id":108,"slug":109,"title":110,"summary":111,"category":112,"image_url":113,"cover_image":113,"language":18,"created_at":114},"3ed5af1a-f7f6-4dcf-8095-3dd1b0c82399","adk-go-1-0-brings-agents-to-production-zh","ADK Go 1.0 把 Agent 拉進正式環境","Google 推出 ADK Go 1.0，加入 OpenTelemetry、插件、人工審核、YAML 設定與 A2A 支援，直接把 AI Agent 帶進正式環境。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775178945845-kenm.png","2026-04-03T01:15:30.147655+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":112,"image_url":120,"cover_image":120,"language":18,"created_at":121},"e1694231-0e5e-4476-ab60-b48d674a3f3b","kimi-k25-brings-vision-code-and-swarm-agents-zh","Kimi K2.5 把視覺、程式碼和 Agent 放一起","Moonshot AI 推出 Kimi K2.5，主打 256K context、原生視覺和 Agent Swarm。這篇拆解它對開發者、團隊與自動化流程的實際影響。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775156810921-zcn3.png","2026-04-02T19:06:36.581036+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":7,"image_url":127,"cover_image":127,"language":18,"created_at":128},"62a923b4-173d-465e-93f0-071226ba6119","marginlab-claude-code-opus-46-tracker-zh","Marginlab 盯上 Claude Code 漂移","Marginlab 每天跑 50 個 SWE-Bench-Pro 任務，追蹤 Claude Code Opus 4.6 的分數漂移，還會看 token、成本與工具呼叫。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775147267370-bbwz.png","2026-04-02T16:27:31.179506+00:00",{"id":130,"slug":131,"title":132,"summary":133,"category":134,"image_url":135,"cover_image":135,"language":18,"created_at":136},"ffa8459f-678e-40b9-a513-dee6b02800bc","arc-prize-leaderboard-cost-performance-zh","ARC 排行榜把成本攤開來看","ARC Prize 排行榜把成本和分數放在同一張圖上，ARC-AGI-3 也把任務拉進互動環境。這篇看它怎麼逼 AI 團隊正視算力、Token 和實際可部署性。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775143855363-h1lx.png","2026-04-02T15:30:39.292235+00:00",{"id":138,"slug":139,"title":140,"summary":141,"category":46,"image_url":142,"cover_image":142,"language":18,"created_at":143},"b664b908-7d59-430c-9775-0bf4842f664c","solana-developer-platform-enterprise-integration-zh","Solana 推出企業開發平台","Solana 推出 SDP，主打企業級 API、20+ 合作夥伴、發行與支付模組上線，交易模組排到 2026。它想把 tokenized finance 做成像一般 fintech 基礎設施。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775143504186-1hr9.png","2026-04-02T15:24:35.762396+00:00",{"id":145,"slug":146,"title":147,"summary":148,"category":7,"image_url":149,"cover_image":149,"language":18,"created_at":150},"a93a9f12-827d-47a3-a2cc-9a602450b5ba","bytedance-deerflow-2-0-47k-stars-zh","ByteDance DeerFlow 2.0 衝上 47.…","ByteDance 的 DeerFlow 2.0 在 GitHub 衝到 47.3K stars。它想把 agent 的規劃、工具呼叫與多步驟工作流程，做成開發者更好接上的框架。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775142408400-om8u.png","2026-04-02T15:06:32.612652+00:00",{"id":152,"slug":153,"title":154,"summary":155,"category":54,"image_url":156,"cover_image":156,"language":18,"created_at":157},"d5dc9a86-fe85-4066-8ee8-90263c3e6b12","jensen-huang-says-agi-arrived-did-it-zh","黃仁勳說 AGI 到了？先別急","黃仁勳說 AGI 可能已經到了，但他講的是實用版定義。真正的爭點，是 AI 到底要多像人，才配叫 AGI。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775132875223-ozgf.png","2026-04-02T12:27:32.615208+00:00",{"id":159,"slug":160,"title":161,"summary":162,"category":46,"image_url":163,"cover_image":163,"language":18,"created_at":164},"422f128b-4cd2-43e5-9ca3-3962a53211d4","solanas-2026-push-institutions-ai-and-fixes-zh","Solana 2026：機構、AI 與修補戰","Solana 2026 同時押注機構合作、AI agent 與可靠性修補。SOL 約 79 美元，Mastercard、Western Union、Worldpay 都進場，故事已不只是快和便宜。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775127827479-4urw.png","2026-04-02T09:18:37.217281+00:00",{"id":166,"slug":167,"title":168,"summary":169,"category":54,"image_url":170,"cover_image":170,"language":18,"created_at":171},"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":173,"slug":174,"title":175,"summary":176,"category":7,"image_url":177,"cover_image":177,"language":18,"created_at":178},"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":180,"slug":181,"title":182,"summary":183,"category":7,"image_url":184,"cover_image":184,"language":18,"created_at":185},"e69f860c-dee7-4831-9ebd-c4485a6fb56f","ai-agent-workflows-context-actions-verification-zh","AI Agent 工作流怎麼運作","AI Agent 不是靠一句提示詞就能跑。真正好用的系統靠的是「收集上下文、執行動作、驗證結果、重試」的工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775116338426-p13x.png","2026-04-02T07:03:33.780133+00:00",{"id":187,"slug":188,"title":189,"summary":190,"category":46,"image_url":191,"cover_image":191,"language":18,"created_at":192},"f29e65ae-64df-463b-ba22-afd9dcbd0f8f","trust-wallet-agent-kit-ai-trade-25-chains-zh","Trust Wallet 讓 AI 幫你交易","Trust Wallet 推出 Agent Kit，讓 AI 在 25+ 條鏈上執行 swap、轉帳、DCA 與限價單，還保留自託管。這篇拆解它怎麼做、跟 Coinbase 差在哪、開發者能怎麼用。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775115977410-pk5d.png","2026-04-02T06:27:33.183404+00:00",{"id":194,"slug":195,"title":196,"summary":197,"category":46,"image_url":198,"cover_image":198,"language":18,"created_at":199},"5cef810b-af3d-467a-8b41-627769eca895","why-crypto-is-fixated-on-ai-agents-zh","為何加密圈盯上 AI Agent","x402 已有約 3,900 家商家上線，AWS、Alchemy、Messari 都在名單內。加密圈押注 AI Agent 會自己付款，Solana 也想搶下這條支付軌道。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775115025325-fp3r.png","2026-04-02T05:54:28.919864+00:00",{"id":201,"slug":202,"title":203,"summary":204,"category":46,"image_url":205,"cover_image":205,"language":18,"created_at":206},"e7992274-42ee-40bc-bb05-97250098c56c","ai-agentic-defi-web3-grants-march-2026-zh","AI、Agentic DeFi 與 Web3 補助案","3 月 Web3 補助案很熱。最高有 £49.8M、$5M、$4M 方案，重點落在 AI agent、DeFi 基礎設施與有真實用戶的鏈上專案。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775199984367-a4t6.png","2026-04-02T05:51:36.857954+00:00",{"id":208,"slug":209,"title":210,"summary":211,"category":7,"image_url":212,"cover_image":212,"language":18,"created_at":213},"d0057837-9858-47d5-a568-111c0a7ff5a3","google-agent-smith-ai-coding-employees-zh","Google Agent Smith 正在改寫寫程式","Google 內部 AI 工具 Agent Smith 會在背景自動跑程式任務，還能用手機下指令。因為太多人想用，存取已被限制，這也透露 Google 內部工程流程正在改變。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775113701854-h10n.png","2026-04-02T05:48:30.588143+00:00",{"id":215,"slug":216,"title":217,"summary":218,"category":62,"image_url":219,"cover_image":219,"language":18,"created_at":220},"24b23fbe-8ecb-42fa-89b8-d7dacb64127a","google-cloud-cx-agent-studio-mcp-server-zh","Google Cloud 推出 CX Agent Stud…","Google Cloud 的 CX Agent Studio MCP 伺服器，讓 AI 工具直接編輯代理人設定，支援匯出匯入、批次修改與 Model Armor 控管，適合做 AI 輔助開發。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775113577902-714l.png","2026-04-02T05:36:29.522846+00:00",{"id":222,"slug":223,"title":224,"summary":225,"category":7,"image_url":226,"cover_image":226,"language":18,"created_at":227},"73667438-2619-4c6a-8737-c9de0699e2c3","top-open-source-agentic-ai-frameworks-2026-zh","2026 最強 5 款開源 Agentic AI 框架","2,000 次測試顯示，LangGraph 最快、LangChain 最省 Token、AutoGen 最能扛錯、CrewAI 最耗資源。選框架前，先看你的失敗模式。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775093655940-wso1.png","2026-04-02T01:33:31.847537+00:00",{"id":229,"slug":230,"title":231,"summary":232,"category":7,"image_url":233,"cover_image":233,"language":18,"created_at":234},"2d99f1d9-86b5-4c8b-a1ea-4b212fd363f2","superpowers-121k-stars-agents-get-structured-zh","Superpowers 破 12.1 萬星的原因","Superpowers 在 5 個月內拿下 12.1 萬 GitHub stars。它靠的是把 AI agent 綁進技能、測試先行與固定流程，讓程式碼更乾淨、回頭修 bug 的成本更低。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775093181136-ss2q.png","2026-04-02T01:24:39.069101+00:00",{"id":236,"slug":237,"title":238,"summary":239,"category":7,"image_url":240,"cover_image":240,"language":18,"created_at":241},"861de027-0f65-46a8-a161-1909fdd712c0","jiuwenclaw-self-evolving-ai-agent-zh","JiuwenClaw 主打會自我進化的 AI Agent","openJiuwen 推出 JiuwenClaw，主打任務完成、記憶與自我修正。它想解決 AI Agent 一改需求就失手的老問題，直接在真實瀏覽器環境裡把工作做完。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775058622350-fjn4.png","2026-04-01T13:30:30.882888+00:00",{"id":243,"slug":244,"title":245,"summary":246,"category":46,"image_url":247,"cover_image":247,"language":18,"created_at":248},"7ff10146-4ca0-4670-a02c-384dde04f610","trm-labs-ai-agents-crypto-investigations-zh","TRM Labs 將 AI agent 帶進加密調查","TRM Labs 把 AI agent 放進 TRM Forensics，讓調查員用白話查區塊鏈金流。公司稱去年非法加密交易達 1580 億美元，AI 詐騙也暴增 500%。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775058149786-o0ok.png","2026-04-01T10:33:30.166266+00:00",{"id":250,"slug":251,"title":252,"summary":253,"category":7,"image_url":254,"cover_image":254,"language":18,"created_at":255},"367128a2-5c5f-4d39-a51f-9cedd4d538a5","agent-memory-framework-analysis-zh","AI Agent 記憶怎麼設計","AI agent 要能跨任務保持狀態，記憶設計就很重要。本文拆解短期、長期與外部記憶，並比較框架、資料庫與向量檢索的取捨。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775058021870-r6l5.png","2026-04-01T10:21:33.242276+00:00",{"id":257,"slug":258,"title":259,"summary":260,"category":62,"image_url":261,"cover_image":261,"language":18,"created_at":262},"adbb1b16-7897-40c9-81c2-e9d28f6ef3e4","feishu-open-source-cli-ai-agent-office-zh","飛書開源 CLI，讓 AI 直接管協作","飛書開源 CLI 提供 200+ 命令與 19 個 AI Skills，讓 Claude Code、Cursor 直接操作日曆、文件、訊息與多維表格。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057899929-rfqy.png","2026-04-01T10:12:32.744782+00:00",{"id":264,"slug":265,"title":266,"summary":267,"category":7,"image_url":268,"cover_image":268,"language":18,"created_at":269},"aac6f985-5939-40ff-8b0d-d6c86eb91dfa","amazon-ads-mcp-server-open-beta-zh","Amazon Ads MCP 開放測試：廣告自動化新玩法","Amazon Ads 將 MCP Server 開放測試，讓 AI agent 透過單一整合串接廣告 API，處理投放建立、報表與帳務流程，減少自訂整合成本。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057777161-3u6f.png","2026-04-01T10:09:29.982332+00:00",{"id":271,"slug":272,"title":273,"summary":274,"category":7,"image_url":275,"cover_image":275,"language":18,"created_at":276},"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":278,"slug":279,"title":280,"summary":281,"category":7,"image_url":282,"cover_image":282,"language":18,"created_at":283},"96d8e8c8-1edd-475d-9145-b1e7a1b02b65","mcp-explained-from-prompts-to-production-zh","MCP 怎麼把提示詞變工作流","MCP 讓 AI 能用標準介面讀資料、叫工具、要確認。Zoho 用 elicitation 拆解它怎麼把助手帶進正式工作流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775050818756-mope.png","2026-04-01T09:24:39.321274+00:00",{"id":285,"slug":286,"title":287,"summary":288,"category":62,"image_url":289,"cover_image":289,"language":18,"created_at":290},"4c31716d-bab0-4177-9bc4-5ddfe07ea610","claude-code-skills-top-20-ranking-2026-zh","Claude Skills 完整排行榜：2026 年最熱的 20 個開發者必裝技能","Claude Skills 是開發者加速工程效率的核心生態。本文整理官方倉庫、社區熱門技能排行、重點項目、快速查找表和安裝方式，幫助你找到真正需要的工具。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774955195241-eriy.png","2026-03-31T11:05:31.807479+00:00",{"id":292,"slug":293,"title":294,"summary":295,"category":7,"image_url":296,"cover_image":296,"language":18,"created_at":297},"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","Harness Engineering 是設計 AI Agent 外部控制框架的工程實踐，透過上下文工程、架構約束和垃圾回收，將不穩定的大模型轉變為可靠的生產系統。2026 年，決定 Agent 成敗的關鍵不是模型本身，而是包裹它的馬具。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774940070981-vjgu.png","2026-03-31T06:42:53.556721+00:00",{"id":299,"slug":300,"title":301,"summary":302,"category":7,"image_url":303,"cover_image":304,"language":18,"created_at":305},"dc58e153-e3a8-4c06-9b96-1aa64eabbf5f","cloudflare-100x-faster-ai-agent-sandbox-zh","Cloudflare 的 AI 沙箱跑超快","Cloudflare 推出 Dynamic Worker Loader，讓 AI 產生的程式在 isolate 裡幾毫秒啟動、只吃幾 MB 記憶體。對 agent 開發者來說，這可能比容器更適合短命任務。",null,"https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774497869330-5n8z.png","2026-03-28T03:09:44.142236+00:00",{"id":307,"slug":308,"title":309,"summary":310,"category":46,"image_url":303,"cover_image":311,"language":18,"created_at":312},"e1b4b518-f86b-410c-8c82-8cfb787ff2ef","moonpay-open-wallet-standard-ai-payments-zh","MoonPay 推 OWS，瞄準 AI 付款","MoonPay 推出開源 Open Wallet Standard，主打讓 AI agent 跨 8 類鏈簽交易。它有 15+ 夥伴、3,000 萬用戶，想補上 AI 付款最後一塊拼圖。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774498886082-7r1a.png","2026-03-28T03:08:33.379969+00:00",{"id":314,"slug":315,"title":316,"summary":317,"category":7,"image_url":303,"cover_image":318,"language":18,"created_at":319},"95c9053b-e3f4-4cb5-aace-5c54f4c9e044","claude-code-controls-mac-desktop-zh","Claude Code 也能操控 Mac 了","Claude Code 進入 Mac 桌面操控模式。它能點擊、捲動、開啟 App，先給 Claude Pro 與 Max 用戶測試，但 Anthropic 也坦白說，這功能慢、也更容易出錯。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774499901905-7pof.png","2026-03-28T03:01:58.58121+00:00",{"id":321,"slug":322,"title":323,"summary":324,"category":7,"image_url":325,"cover_image":325,"language":18,"created_at":326},"5bede67f-e21c-413d-9ab8-54a3c3d26227","googles-2026-ai-agent-report-decoded-zh","Google 2026 AI Agent 報告解讀","Google Cloud 調查 3,466 位企業決策者，整理出 AI Agent 在 2026 年的落地現況。從 52% 已上線、88% 回報正 ROI，到客服、安全、人才訓練的變化，這份報告其實在講企業怎麼把 Agent 接進真實工作流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774578433073-hett.png","2026-03-26T11:15:22.651956+00:00",{"id":328,"slug":329,"title":330,"summary":331,"category":54,"image_url":332,"cover_image":332,"language":18,"created_at":333},"70055f91-bc91-40ae-92c6-a8d4a5fe68e0","7-ai-trends-that-could-define-2026-zh","7 個可能定義 2026 的 AI 趨勢","微軟整理 2026 年 AI 方向，重點不在聊天機器人，而是能進入工作流程的系統。從 Agent、安全、醫療、科學、寫程式到基礎設施與量子，這份清單其實很像企業預算流向圖。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519736695-2eo0.png","2026-03-26T08:20:21.812193+00:00",{"id":335,"slug":336,"title":337,"summary":338,"category":134,"image_url":339,"cover_image":339,"language":18,"created_at":340},"f18dbadb-8c59-4723-84a4-6ad22746c77a","deepmind-bets-on-continuous-learning-ai-2026-zh","DeepMind 押注 2026 連續學習 AI","Google DeepMind 認為 2026 年，AI 可能從定期重訓走向連續學習。重點不在更長的 Token 視窗，而在模型能否安全吸收新資料、保留能力，並真的用在寫程式、研究與自動化系統。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519636453-nkqd.png","2026-03-26T08:16:02.367355+00:00",{"id":342,"slug":343,"title":344,"summary":345,"category":54,"image_url":346,"cover_image":346,"language":18,"created_at":347},"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":349,"slug":350,"title":351,"summary":352,"category":7,"image_url":353,"cover_image":353,"language":18,"created_at":354},"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"]