[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-人工智慧":3},{"tag":4,"articles":10},{"id":5,"name":6,"slug":6,"article_count":7,"description_zh":8,"description_en":9},"39c78857-510d-41fc-9592-a41cb15ec78c","人工智慧",68,"人工智慧涵蓋大型語言模型、推理系統、資料中心與開發工具等核心議題，從模型能力評測、長上下文與多代理設計，到訓練成本、API 定價與實作案例，都直接影響產品選型與部署策略。","Artificial intelligence covers the models, infrastructure, and workflows that shape modern software: language model benchmarks, long-context and multi-agent reasoning, training and inference costs, API pricing, and hands-on repos that show how these systems are built and used.",[11,20,27,34,41,49,57,65,72,79,86,93,100,108,115,122,129,136,143,150,157,164,171,178,185,192,199,206,213,220,227,234,241,248,256,263,270,277,284,291,298,305,312,319,326,333,340,347,354,361,368,375,382,389,396,403,410,417,424,431],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"2584ed18-c8c7-4739-85fd-f7807b99c505","jensen-huang-ai-warning-coworker-productivity-zh","黃仁勳的 AI 警告，其實在講同事","黃仁勳說，AI 不一定先搶走你的工作，先搶走你位置的，可能是更會用 AI 的同事。這篇拆解他的說法、Nvidia 的布局、以及白領職場正在發生的變化。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1777080116173-8gfg.png","zh","2026-04-25T01:21:35.402019+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":16,"image_url":25,"cover_image":25,"language":18,"created_at":26},"6b487733-d15a-46c0-af5b-30722c937157","amazons-ai-push-is-creating-internal-duplication-zh","Amazon AI 讓內部重複工具爆量","Amazon 內部備忘錄指出，AI 讓重複工具、殘留資料與平行系統變多。開發變快了，但治理沒跟上，企業內部混亂也同步放大。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776738633703-23go.png","2026-04-21T00:09:26.477471+00:00",{"id":28,"slug":29,"title":30,"summary":31,"category":16,"image_url":32,"cover_image":32,"language":18,"created_at":33},"f9351e05-dbf4-42a5-92f3-ab934da4a388","ai-weekly-2026-w17-zh","AI 週報：2026-04-13 ~ 2026-04-20","本週 AI 週報涵蓋研究創新、工具應用與區塊鏈安全等議題，提供最新的科技動態與趨勢分析。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776659423796-bjba.png","2026-04-20T04:00:28.072071+00:00",{"id":35,"slug":36,"title":37,"summary":38,"category":16,"image_url":39,"cover_image":39,"language":18,"created_at":40},"d6502fe3-4695-4aa7-9f01-f60289806aa8","anthropic-turns-down-800b-vc-offers-zh","Anthropic 拒絕 8000 億美元投資","Anthropic 傳出收到估值 8000 億美元以上的 VC 提案，卻沒有急著接。營收衝到 300 億美元年化，雲端與資料中心支出也在加速。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776470633621-exyu.png","2026-04-18T00:03:37.468899+00:00",{"id":42,"slug":43,"title":44,"summary":45,"category":46,"image_url":47,"cover_image":47,"language":18,"created_at":48},"57fe6457-4c90-4c0d-84a2-c062d87421f8","stanford-2026-ai-index-charts-explained-zh","史丹佛 2026 AI Index 圖表解讀","史丹佛 2026 AI Index 用圖表拆解 AI 現況：模型變快、成本變高、美中差距縮小，但評測和治理都追不上。","research","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776427444966-lec9.png","2026-04-17T12:03:47.109964+00:00",{"id":50,"slug":51,"title":52,"summary":53,"category":54,"image_url":55,"cover_image":55,"language":18,"created_at":56},"0ad0e45d-cb40-4267-bab8-d05ed973896a","qdrant-milvus-weaviate-rag-2026-comparison-zh","2026 RAG 向量資料庫三選一","2026 年做 RAG，Qdrant、Milvus、Weaviate 各有強項。這篇用延遲、規模、混合搜尋、成本與開發體驗，直接比較三者差異。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776126302600-xxf9.png","2026-04-14T00:24:39.218956+00:00",{"id":58,"slug":59,"title":60,"summary":61,"category":62,"image_url":63,"cover_image":63,"language":18,"created_at":64},"b875d3ed-f892-43a8-a51e-920729e85b1e","gpt-5-4-benchmarks-2026-scores-rankings-zh","GPT-5.4 知識測驗拿 97.6 分","GPT-5.4 在 BenchLM 知識與理解拿到 97.6 分，總榜暫列第 2，還有 1.05M token 長上下文。這篇拆解它適合哪些工作、和其他模型怎麼比。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1776082194973-cyii.png","2026-04-13T12:09:40.301446+00:00",{"id":66,"slug":67,"title":68,"summary":69,"category":16,"image_url":70,"cover_image":70,"language":18,"created_at":71},"9bbcadad-0b4c-4080-8470-19a865509a78","bezos-prometheus-physical-world-ai-kosic-zh","貝佐斯押注實體世界 AI","Jeff Bezos 的 Project Prometheus 傳出募資 62 億美元，並延攬 xAI 前基礎設施主管 Kyle Kosic。這家公司瞄準工程、製造、汽車與航太，想把 AI 從聊天框拉進真實產線。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775952248276-btav.png","2026-04-12T00:03:39.040257+00:00",{"id":73,"slug":74,"title":75,"summary":76,"category":16,"image_url":77,"cover_image":77,"language":18,"created_at":78},"e72757de-249d-4ec3-82ae-990081782f75","openai-hybrid-model-microsoft-deal-zh","OpenAI 的混合架構與 Microsoft 合作","OpenAI 在 2019 年改成混合架構，讓它能拿外部資金。之後和 Microsoft 綁得更深，ChatGPT 也從研究工具變成真正的商業產品。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775909211375-qvhk.png","2026-04-11T12:06:34.648072+00:00",{"id":80,"slug":81,"title":82,"summary":83,"category":54,"image_url":84,"cover_image":84,"language":18,"created_at":85},"44a7423d-bcff-427b-8008-54216b7d2c2f","logicmojo-ai-ml-coursework-github-zh","LogicMojo AI\u002FML 課程筆記本倉庫解析","LogicMojo Jan 2026 的 AI\u002FML GitHub 倉庫，以 Jupyter Notebook 收錄作業、練習與專題。這類課程型 repo 雖小，卻很適合看出學習軌跡與實作能力。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775653434850-wjel.png","2026-04-08T13:03:38.310308+00:00",{"id":87,"slug":88,"title":89,"summary":90,"category":16,"image_url":91,"cover_image":91,"language":18,"created_at":92},"fcc8d167-dc0f-4514-8d6b-4f4230547616","prompt-to-harness-ai-engineering-shift-zh","從 Prompt 到 Harness 工程","OpenAI 透露，一個 3 人團隊用 Codex、5 個月，合併約 1,500 個 PR，做出超過 100 萬行程式碼的產品。重點不在寫 prompt，而是怎麼設計讓 AI 能穩定工作的 harness。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775630042932-7zhw.png","2026-04-08T06:33:43.724227+00:00",{"id":94,"slug":95,"title":96,"summary":97,"category":16,"image_url":98,"cover_image":98,"language":18,"created_at":99},"0e152bb6-f1eb-4834-a1ab-e07f4105cc8f","openai-altman-trust-and-power-zh","OpenAI、奧特曼與信任危機","OpenAI從非營利起步到估值數千億美元，山姆·奧特曼的權力與公司治理正被重新檢視。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775629694463-dicj.png","2026-04-08T06:27:47.500982+00:00",{"id":101,"slug":102,"title":103,"summary":104,"category":105,"image_url":106,"cover_image":106,"language":18,"created_at":107},"f8f70e37-90b9-4bcf-add4-92fbb000ad58","n8n-214-mcp-workflow-creation-zh","n8n 2.14 讓 Claude 直接生工作流","n8n 2.14 加入官方 MCP 工作流建立能力。Reddit 用戶讓 Claude 兩分鐘內做出 13 個節點的流程，還能直接跑。","ai-agent","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775293426869-58eo.png","2026-04-04T09:03:29.540423+00:00",{"id":109,"slug":110,"title":111,"summary":112,"category":16,"image_url":113,"cover_image":113,"language":18,"created_at":114},"edf0759b-15cf-4dac-a709-53db732f4a62","anthropic-buys-coefficient-bio-400m-stock-deal-zh","Anthropic 砸4億美元買生技新創","Anthropic 以超過 4 億美元股票收購隱身新創 Coefficient Bio，把生醫 AI 團隊納入 Health Care Life Sciences，押注科學研究場景。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775250232219-2wux.png","2026-04-03T21:03:37.049673+00:00",{"id":116,"slug":117,"title":118,"summary":119,"category":16,"image_url":120,"cover_image":120,"language":18,"created_at":121},"c9c17568-3747-4625-8ebc-b98858a9047b","apple-pays-google-one-billion-fix-siri-zh","Apple 花 10 億美元救 Siri","Apple 傳出每年付 Google 10 億美元，讓 Gemini 幫 Siri 升級到 2026。這筆錢很大，也很誠實：蘋果自家 AI 進度沒追上，才會找外援補洞。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775183445524-v6dv.png","2026-04-03T02:30:29.577168+00:00",{"id":123,"slug":124,"title":125,"summary":126,"category":16,"image_url":127,"cover_image":127,"language":18,"created_at":128},"37387c34-abb5-4547-91d4-a89e3e519893","nvidia-says-agi-is-here-what-it-means-now-zh","NVIDIA 說 AGI 已到來，代表什麼","Jensen Huang 說 AGI 已經到來，但他的定義比多數研究者更窄。這篇拆解這句話對團隊預算、開發流程與企業自動化的實際影響。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775183092230-3udt.png","2026-04-03T02:24:33.17511+00:00",{"id":130,"slug":131,"title":132,"summary":133,"category":16,"image_url":134,"cover_image":134,"language":18,"created_at":135},"a1884940-ce46-43f0-b7d0-c800fc197b6d","openai-anthropic-eye-historic-ipos-zh","OpenAI 與 Anthropic 傳要 IPO","OpenAI 與 Anthropic 傳出規劃 IPO，估值上看 1 兆與 5,000 億美元。這不只牽動 AI 融資，也會改寫雲端、GPU 與企業軟體的資金流向。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775182005343-af6e.png","2026-04-03T02:06:28.724177+00:00",{"id":137,"slug":138,"title":139,"summary":140,"category":62,"image_url":141,"cover_image":141,"language":18,"created_at":142},"fad499f8-512b-4d92-8110-7a4aaac4801f","grok-41-xai-quieter-upgrade-matters-zh","Grok 4.1 低調升級，卻很有料","xAI 的 Grok 4.1 把幻覺率從 12.09% 降到 4.22%，還加入 Fast 與 Thinking 兩種模式，支援 256k context 與 2M token API，對開發者很實際。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775175345966-349k.png","2026-04-03T00:15:29.860687+00:00",{"id":144,"slug":145,"title":146,"summary":147,"category":62,"image_url":148,"cover_image":148,"language":18,"created_at":149},"f0fb0635-5207-4fc5-b913-a4ab205ebb66","grok-420-xai-flagship-model-explained-zh","Grok 4.20 怎麼看","xAI 的 Grok 4.20 主打 200 萬 token 長上下文、多代理推理與 API 價格。這篇拆解它的定位、規格、競品差異與開發者該注意的坑。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775175176314-zyny.png","2026-04-03T00:12:37.401835+00:00",{"id":151,"slug":152,"title":153,"summary":154,"category":62,"image_url":155,"cover_image":155,"language":18,"created_at":156},"7dfab20a-0fdc-492a-a852-0faf28a2b780","grok-420-xai-truth-first-bet-zh","Grok 4.20：xAI 的真相優先賭注","xAI 在 2026 年 2 月推出 Grok 4.20 beta。背後是 200 億美元融資、SpaceX 交易與 2,500 億美元估值。這篇拆解 Grok 的產品路線、風險、競品差異。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775174995302-w4zh.png","2026-04-03T00:09:34.016844+00:00",{"id":158,"slug":159,"title":160,"summary":161,"category":54,"image_url":162,"cover_image":162,"language":18,"created_at":163},"7bd5b761-daf3-4f08-b25f-f019d7022d7b","zocks-mcp-chatgpt-claude-fintech-advisors-zh","Zocks 把 MCP 接到 ChatGPT 和 Clau…","Zocks 推出 MCP 連接器，讓顧問在 ChatGPT 與 Claude 直接讀取受控客戶資料，少掉複製貼上，也降低合規風險。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775174824670-96zu.png","2026-04-03T00:06:31.061769+00:00",{"id":165,"slug":166,"title":167,"summary":168,"category":105,"image_url":169,"cover_image":169,"language":18,"created_at":170},"21805270-d3b7-4155-8e3f-2c650cef3315","tested-devin-10-tasks-finished-3-zh","我測了 Devin 10 個任務，只做完 3 個","Devin 在 SWE-bench 只拿 13.86%，實測 10 個真實任務也只完成 3 個。這篇拆解它在哪些工作能用、哪些地方會亂掉。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775167981590-g2tr.png","2026-04-02T22:12:37.165364+00:00",{"id":172,"slug":173,"title":174,"summary":175,"category":62,"image_url":176,"cover_image":176,"language":18,"created_at":177},"3ba89b24-d855-41d2-b316-6fe26be48bee","openai-vs-deepmind-models-apps-2026-zh","OpenAI 與 DeepMind 2026 對決","到 2026 年，OpenAI 和 DeepMind 的差距不只在模型分數，也在產品體驗。ChatGPT 仍靠 app 生態守住日常使用，Gemini 則靠搜尋與 Workspace 整合搶場景。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775165090367-2hzj.png","2026-04-02T21:24:33.429824+00:00",{"id":179,"slug":180,"title":181,"summary":182,"category":54,"image_url":183,"cover_image":183,"language":18,"created_at":184},"13819f2d-e9a1-4af2-88f3-7dbe4cb4ce61","prompt-engineering-explained-without-the-hype-zh","別把 Prompt Engineering 想太神","Prompt engineering 不是玄學。AWS 直接把方法、用途和取捨講清楚，重點是把模糊需求變成可用輸出，讓 LLM 更穩、更好控。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775164736525-0uq1.png","2026-04-02T21:18:35.227524+00:00",{"id":186,"slug":187,"title":188,"summary":189,"category":16,"image_url":190,"cover_image":190,"language":18,"created_at":191},"3c8bbed5-8bb2-479e-b9d7-a85b44ae6add","openai-122b-ai-infrastructure-push-zh","OpenAI 1220 億美元拚 AI 基礎設施","OpenAI 把 AI 堆疊拉到雲端、晶片和資料中心。它同時牽手 Microsoft、Oracle、AWS、NVIDIA、AMD、Broadcom，目標是把算力供應鏈做成多路備援。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775153037357-jq5f.png","2026-04-02T18:03:38.772299+00:00",{"id":193,"slug":194,"title":195,"summary":196,"category":16,"image_url":197,"cover_image":197,"language":18,"created_at":198},"cc2f6a6b-d936-441d-a15c-dc5762ef28bb","openai-nonprofit-arm-1b-investment-zh","OpenAI 對公益部門砸 10 億美元","OpenAI 宣布未來一年至少投入 10 億美元到公益部門，並換上新領導層。這筆錢會怎麼花、非營利部門還有多少實權，才是重點。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775138993929-nvg2.png","2026-04-02T14:09:36.547424+00:00",{"id":200,"slug":201,"title":202,"summary":203,"category":16,"image_url":204,"cover_image":204,"language":18,"created_at":205},"ecf5f498-545d-4216-af0c-3715371ef582","ai-funding-records-2026-zh","2026 AI募資衝破天花板","OpenAI、Anthropic、xAI 和 Waymo 在 2026 年拉高 AI 募資天花板，四筆最大交易擠進史上前五。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775138628002-dowr.png","2026-04-02T14:03:31.562102+00:00",{"id":207,"slug":208,"title":209,"summary":210,"category":62,"image_url":211,"cover_image":211,"language":18,"created_at":212},"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":214,"slug":215,"title":216,"summary":217,"category":62,"image_url":218,"cover_image":218,"language":18,"created_at":219},"06bb5b52-0273-4417-a02a-31f99700c138","apple-siri-overhaul-ios-27-gemini-chatbot-zh","Apple Siri 大改版可能落在 iOS 27","Apple 傳出要在 iOS 27 重寫 Siri，加入聊天介面、跨 App 操作，背後還可能用上 Google Gemini。這次不是小修小補，而是把 Siri 重新做成系統層 AI。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775133245007-mgh2.png","2026-04-02T12:33:41.39258+00:00",{"id":221,"slug":222,"title":223,"summary":224,"category":16,"image_url":225,"cover_image":225,"language":18,"created_at":226},"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":228,"slug":229,"title":230,"summary":231,"category":54,"image_url":232,"cover_image":232,"language":18,"created_at":233},"c531c92b-0f20-46ab-ba20-c9cc96feb94b","cursor-ceo-warns-vibe-coding-shaky-software-zh","Cursor CEO 警告：別只靠 vibe coding","Cursor CEO Michael Truell 警告，AI 寫碼若跳過 code review，軟體會變脆弱。Cursor 走的是讓工程師持續參與的路線。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775125819891-qz17.png","2026-04-02T08:54:41.04906+00:00",{"id":235,"slug":236,"title":237,"summary":238,"category":54,"image_url":239,"cover_image":239,"language":18,"created_at":240},"ecc708c0-05b8-4ca0-be3c-3d5922f8de92","vibe-coding-changing-who-can-build-software-zh","Vibe coding 正在改變誰能做軟體","哈佛課程讓 92 名學生用 Replit、Figma Make、Claude Code 做出軟體原型。Vibe coding 降低入門門檻，也把品質、倫理與技能差距問題推到檯面。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775121944493-69d3.png","2026-04-02T08:15:39.22904+00:00",{"id":242,"slug":243,"title":244,"summary":245,"category":16,"image_url":246,"cover_image":246,"language":18,"created_at":247},"79ab1783-adb4-4983-896b-41af40fc0bf8","openai-closes-122bn-round-ipo-looms-zh","OpenAI 募資 1220 億美元，IPO 近了","OpenAI 完成 1220 億美元募資，估值衝上 8520 億美元，還自稱月營收 20 億美元。這筆錢不只買算力，也在為可能的 IPO 鋪路。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775121662773-uc1n.png","2026-04-02T07:21:33.99902+00:00",{"id":249,"slug":250,"title":251,"summary":252,"category":253,"image_url":254,"cover_image":254,"language":18,"created_at":255},"91022b4c-b53e-4c18-abfe-914a8eca6e28","blockchain-in-ai-real-use-cases-zh","區塊鏈加 AI，真實落地在哪裡","醫療、金融、供應鏈都在用區塊鏈加 AI。重點不是炒概念，而是把資料來源、存取紀錄和審計流程做乾淨，讓模型判斷更可靠。","blockchain","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775116162284-pwr8.png","2026-04-02T06:30:44.026286+00:00",{"id":257,"slug":258,"title":259,"summary":260,"category":62,"image_url":261,"cover_image":261,"language":18,"created_at":262},"3b988fd7-6749-4f01-ba25-c0ad7486dc31","z-ai-glm-5v-turbo-design2code-claude-zh","GLM-5V-Turbo 在 Design2Code 贏了…","Z.ai 的 GLM-5V-Turbo 在 Design2Code 拿下 94.8，壓過 Claude Opus 4.6 的 77.3。它還用 Huawei Ascend 完成訓練，主打視覺轉程式與 GUI agent 工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775110615704-1xfb.png","2026-04-02T04:03:36.31741+00:00",{"id":264,"slug":265,"title":266,"summary":267,"category":54,"image_url":268,"cover_image":268,"language":18,"created_at":269},"ebfefcd5-f9e8-4aa2-839c-77bdeb84e549","claude-code-march-2026-update-fixes-bugs-zh","Claude Code 3月更新修掉一堆 bug","Anthropic 的 Claude Code 2.1.88 這次主打穩定性。新增 --console 登入、turn duration 切換，還修了 CLI、voice、VS Code 與 Windows 的一串問題。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775057657600-545a.png","2026-04-01T09:57:38.275955+00:00",{"id":271,"slug":272,"title":273,"summary":274,"category":16,"image_url":275,"cover_image":275,"language":18,"created_at":276},"d57cf951-6f7c-4cac-b52b-79a62dd1d361","xiaomi-mimo-ai-agentic-software-push-zh","小米 MiMo 盯上代理式軟體","小米推出 MiMo-V2-Pro、Omni、TTS，主打 1T+ 參數與低價 API，直接瞄準代理式 AI 工作流。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774715749804-j8ej.png","2026-03-28T13:10:34.613688+00:00",{"id":278,"slug":279,"title":280,"summary":281,"category":16,"image_url":282,"cover_image":282,"language":18,"created_at":283},"32608593-3793-4893-9ddc-cd601910e56b","openai-compute-bet-reshaping-ai-economics-zh","OpenAI 豪賭算力，AI 經濟學變了","OpenAI 年化營收傳出已超過 200 億美元，但晶片、電力與資料中心支出也一路暴衝。需求很真實，問題是帳怎麼算得過去，這正是 AI 產業現在最難迴避的現實。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597964781-1feq.png","2026-03-27T01:41:43.897881+00:00",{"id":285,"slug":286,"title":287,"summary":288,"category":16,"image_url":289,"cover_image":289,"language":18,"created_at":290},"9036b6b8-8f30-4e2e-a373-c1d185f59309","openai-2026-cash-crunch-and-growth-bet-zh","OpenAI 2026 燒錢壓力變難忽視","OpenAI 可能在 2026 年衝出高營收，但算力、推論成本、廣告計畫與競爭壓力也一起放大。問題不在成長夠不夠快，而是收入能不能追上 GPU、資料中心與企業銷售的帳單。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597806922-1yiw.png","2026-03-27T01:36:49.476412+00:00",{"id":292,"slug":293,"title":294,"summary":295,"category":54,"image_url":296,"cover_image":296,"language":18,"created_at":297},"80cabc3e-09fc-4ff5-8f07-b8d68f5ae545","ai-trending-github-repos-and-research-feeds-zh","AI Trending：把 AI 資源收成一張表","GitHub 小專案 AI Trending 只有 10 顆星、2 個 fork，卻想解決一個很實際的問題：把 AI 熱門 repo、研究部落格、電子報與學習資源集中整理，每週五更新一次。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597607515-8156.png","2026-03-27T01:31:35.262183+00:00",{"id":299,"slug":300,"title":301,"summary":302,"category":54,"image_url":303,"cover_image":303,"language":18,"created_at":304},"bfdb467a-290f-4a80-b3a9-6f081afb6dff","aiml-2026-student-ai-ml-lab-repo-review-zh","AIML-2026：像課綱的學生實驗 Repo","GitHub 上的 AIML-2026 列出 10 個人工智慧與機器學習實驗題，但內容更像課程大綱。星數與 fork 都是 0，連結也有缺漏，實際可執行的程式與說明偏少。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774597276695-usfj.png","2026-03-27T01:21:51.467798+00:00",{"id":306,"slug":307,"title":308,"summary":309,"category":54,"image_url":310,"cover_image":310,"language":18,"created_at":311},"0975afa1-e0c7-4130-a20d-d890eaed995e","practical-github-guide-learning-ml-2026-zh","2026 機器學習入門 GitHub 實用指南","Louis Bouchard 整理的 GitHub 專案把機器學習與人工智慧入門資源集中在一起，從 Python、數學、課程到求職建議都有，適合 2026 想自學 ML 的初學者。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774594882791-98j7.png","2026-03-27T01:16:49.712576+00:00",{"id":313,"slug":314,"title":315,"summary":316,"category":46,"image_url":317,"cover_image":317,"language":18,"created_at":318},"f4a106cb-02a6-4508-8f39-9720a0a93cee","ml-papers-of-the-week-github-research-desk-zh","每週 ML 論文清單，為何紅到 GitHub","DAIR.AI 的 ML Papers of the Week 在 GitHub 拿下 12,265 顆星。它做的事很單純：每週整理值得讀的機器學習論文，幫工程師少逛一堆來源，多花時間真的把論文看完。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774578775408-avrk.png","2026-03-27T01:11:39.284175+00:00",{"id":320,"slug":321,"title":322,"summary":323,"category":54,"image_url":324,"cover_image":324,"language":18,"created_at":325},"05553086-6ed0-4758-81fd-6cab24b575e0","garry-tan-open-sources-claude-code-toolkit-zh","Garry Tan 開源 Claude Code 工具包","Garry Tan 的 gstack 在 6 天內衝破 2 萬 GitHub stars。這個給 Claude Code 用的工作流工具包，反映開發者現在想要的不是單次提示詞，而是可重複、可檢查、能直接拿來寫軟體的 AI 開發流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519873940-mkem.png","2026-03-26T08:26:20.068737+00:00",{"id":327,"slug":328,"title":329,"summary":330,"category":16,"image_url":331,"cover_image":331,"language":18,"created_at":332},"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":334,"slug":335,"title":336,"summary":337,"category":16,"image_url":338,"cover_image":338,"language":18,"created_at":339},"c27f3cae-a128-4627-b47c-ba1ff75a1ff0","deepmind-adds-jasjeet-sekhon-strategy-chief-zh","DeepMind找來策略長，Google在盤算什麼","Google DeepMind 延攬前耶魯教授、Bridgewater 前首席科學家 Jasjeet Sekhon 擔任策略長。這個人事案背後，連著 Alphabet 2026 年上看 1850 億美元的資本支出，也反映 Google 想把 AI 研究、商業化與政策回應綁得更緊。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774519687600-dgjt.png","2026-03-26T08:18:15.06202+00:00",{"id":341,"slug":342,"title":343,"summary":344,"category":46,"image_url":345,"cover_image":345,"language":18,"created_at":346},"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":348,"slug":349,"title":350,"summary":351,"category":16,"image_url":352,"cover_image":352,"language":18,"created_at":353},"93f0f2d1-3503-4e1c-88f5-7f4570ad1fe7","anthropic-launches-institute-for-ai-social-impact-zh","Anthropic 成立 AI 社會影響研究所","Anthropic 宣布成立 The Anthropic Institute，專門研究人工智慧對工作、法律、安全與治理的影響。重點不只在模型更強，而是企業、法院與政府準備好了沒。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517466560-00by.png","2026-03-26T08:12:10.468376+00:00",{"id":355,"slug":356,"title":357,"summary":358,"category":54,"image_url":359,"cover_image":359,"language":18,"created_at":360},"af9c46c3-7a28-410b-9f04-32b3de30a68c","prompting-in-2026-what-actually-works-zh","2026 提示工程，真正有用的是什麼","2026 年的提示工程更吃模型差異。資料顯示，38.5% 對話要靠反覆修正才成功。真正有效的方法不是花式 wording，而是把提示寫成精簡規格，配合限制條件、格式要求與驗證流程。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517388287-tt7a.png","2026-03-26T08:08:12.453028+00:00",{"id":362,"slug":363,"title":364,"summary":365,"category":54,"image_url":366,"cover_image":366,"language":18,"created_at":367},"9b19ab54-edef-4dbd-9ce4-a51e4bae4ebb","mcp-in-2026-the-ai-tool-layer-teams-use-zh","2026 年 MCP：團隊真的在用的 AI 工具層","到了 2026 年，MCP 正在成為 AI 軟體接工具的共同語言。它不處理商業邏輯，但能把 host、server 與資料平台拆清楚，讓團隊用更可控的方式部署工具存取。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774517222534-rfz0.png","2026-03-26T08:01:46.589694+00:00",{"id":369,"slug":370,"title":371,"summary":372,"category":16,"image_url":373,"cover_image":373,"language":18,"created_at":374},"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":376,"slug":377,"title":378,"summary":379,"category":16,"image_url":380,"cover_image":380,"language":18,"created_at":381},"a265ba64-f895-4fef-af53-11ef0daf12a6","ai-in-2026-more-output-same-daily-life-zh","2026 年 AI 產量暴增，生活照舊？","2026 年的 AI 很可能先淹沒數位工作，而不是立刻改寫你的通勤、看病與育兒日常。文字、程式、圖片、影片會變多，企業流程會先變，普通人的離線生活反而只會小幅調整。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516917147-y4jq.png","2026-03-26T07:50:07.80666+00:00",{"id":383,"slug":384,"title":385,"summary":386,"category":16,"image_url":387,"cover_image":387,"language":18,"created_at":388},"c1c28890-59a4-445e-a652-badddf04ddfb","midjourney-2026-users-revenue-valuation-reality-zh","Midjourney 2026：用戶、營收與真相","Midjourney 到 2026 的故事很有意思。表面上有 1000 萬活躍用戶、200 萬付費訂閱與 1.5 億美元年營收，但公開資料其實很混。這篇從產品定位、訂閱數學、競品比較到 Discord 模式，拆解它到底賺什麼、強在哪、風險在哪。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516873489-dtcm.png","2026-03-26T07:48:05.346133+00:00",{"id":390,"slug":391,"title":392,"summary":393,"category":16,"image_url":394,"cover_image":394,"language":18,"created_at":395},"4433ccc9-1c14-4d5d-9d42-d65a92834328","microsoft-recasts-copilot-to-back-suleymans-models-zh","微軟重整 Copilot，押注自研模型","微軟把商用與消費版 Copilot 團隊整併，讓 Mustafa Suleyman 抽身回到模型研發。背後原因很直接：Copilot 日活只有 600 萬，遠落後 ChatGPT 的 4.4 億、Gemini 的 8200 萬。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516833154-toqa.png","2026-03-26T07:45:59.862079+00:00",{"id":397,"slug":398,"title":399,"summary":400,"category":16,"image_url":401,"cover_image":401,"language":18,"created_at":402},"aa9a7b81-301c-4095-9e72-c89d597a864e","microsoft-pulls-back-copilot-in-windows-11-zh","微軟收手了，Windows 11 Copilot 縮水","微軟開始縮減 Windows 11 內建 App 的 Copilot 入口，包含 Photos、Widgets、Notepad 與 Snipping Tool。這次調整反映使用者反彈、隱私疑慮，還有一個更現實的問題：人工智慧到底該放在哪裡，才不會變成干擾。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516781089-p3af.png","2026-03-26T07:44:10.786929+00:00",{"id":404,"slug":405,"title":406,"summary":407,"category":62,"image_url":408,"cover_image":408,"language":18,"created_at":409},"214ab08b-5ce5-4b5c-8b72-47619d8675dd","why-small-models-are-winning-on-device-ai-zh","小模型為何吃下裝置端 AI","Llama 3.2 與 Phi 證明，1B 到 4B 的小模型已能在手機與筆電處理摘要、改寫、檔案搜尋等常見工作。重點不只省成本，還有更低延遲、更少資料外送，以及更貼近作業系統與 App 的整合。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516592855-651p.png","2026-03-26T07:36:30.488966+00:00",{"id":411,"slug":412,"title":413,"summary":414,"category":62,"image_url":415,"cover_image":415,"language":18,"created_at":416},"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",{"id":418,"slug":419,"title":420,"summary":421,"category":16,"image_url":422,"cover_image":422,"language":18,"created_at":423},"4bcec76f-4c36-4daa-909f-54cd702f7c93","claude-users-spreading-out-and-getting-better-zh","Claude 用戶更分散，也更會用","Anthropic 2026 年 2 月資料顯示，Claude.ai 的個人用途占比從 35% 升到 42%，寫程式任務占比則降到 19%。另一個重點更實際：用得久的人，真的比較會用，也更常把 Claude 用在高價值工作。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774516213822-5mbj.png","2026-03-26T07:22:52.325888+00:00",{"id":425,"slug":426,"title":427,"summary":428,"category":105,"image_url":429,"cover_image":429,"language":18,"created_at":430},"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",{"id":432,"slug":433,"title":434,"summary":435,"category":16,"image_url":436,"cover_image":436,"language":18,"created_at":437},"ee073da7-28b3-4752-a319-5a501459fb87","ai-in-2026-what-actually-matters-now-zh","2026 AI 真正重要的事","2026 年的 AI 焦點，已經不是哪個模型又刷了新分數，而是 AI 正在快速塞進手機、辦公軟體、醫療服務與企業預算。從三星下放中階裝置，到 Meta 自研晶片、Atlassian 裁員與 Ford 每日處理 10 億筆資料，產品、工作與支出結構都在變。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1774515936514-nnxf.png","2026-03-26T07:09:12.008134+00:00"]