[{"data":1,"prerenderedAt":484},["ShallowReactive",2],{"$fDOMEsQJsFD7TQZYvOLhFd5-DQ4ncn7ylmo_CUk3yAI8":3,"$fwuenr1OZcDw8TjcC-BzsU1lhSGBFolBhwdGCSmwMXKw":214,"$fVqO0k1BAadQrWkzSdzKIzB9FEw46o3cTAskVE807S0o":432,"mdc--dvck8d-key":472},{"id":4,"name":5,"description":7,"sessions":10,"colors":212},536,{"en":6,"zh-hant":6},"Twinkle AI",{"en":8,"zh-hant":9},"Twinkle AI is an open-source AI community centered on Traditional Chinese, dedicated to building localized language models and datasets. We are committed to promoting openly available model weights, training data, and practical knowledge sharing, connecting researchers, engineers, and creators to foster exchange and co-creation within Taiwan's local AI ecosystem.","Twinkle AI 是一個以繁體中文為核心的開源 AI 社群，專注於打造在地語言模型與資料集。我們致力於推動可公開使用的模型權重、訓練資料與實務經驗分享，串聯研究者、工程師與創作者，促進台灣在地 AI 生態的交流與共創。",{"2026-08-09":11},[12,40,63,85,114,135,156,175,196],{"id":13,"room":14,"start":17,"end":18,"language":19,"track":20,"speakers":22,"zh":30,"en":34,"tags":37,"uri":39},"3PGBSN",{"en":15,"zh-hant":16},"TR212","","2026-08-09T09:30:00+08:00","2026-08-09T10:00:00+08:00","Mandarin",{"id":4,"name":21},{"en":6,"zh-hant":6},[23],{"id":24,"avatar":25,"zh":26,"en":29},"UCF3SD","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FUCF3SD_bTSLsaQ.webp",{"name":27,"bio":28},"Thomas Liang","Thomas 是一名跨足工程與設計領域的 ML Engineer，熱衷於探索機器學習底層技術。他目前是繁體中文開源語言模型社群 Twinkle AI 的活躍貢獻者，同時也是社群吉祥物「石虎」的創作者。作為「熬夜書坊（Late-Night Study Session）」的主持人，他致力於將艱澀的 AI 理論轉化為高重現性且易於上手的互動式教材。平時亦參與 Hugging Face Transformers、marimo 等開源專案，期望透過設計思維與「做中學（Hands-on）」，推動台灣在地生成式 AI 生態的發展。",{"name":27,"bio":28},{"title":31,"describe":32,"type":33},"從共讀到開源共創：Twinkle AI 熬夜書坊的 LLM 實戰與在地化模型應用","大語言模型（LLM）技術日新月異，單靠閱讀論文或文件已經難以跟上發展速度，真正的理解往往建立在「親手把玩程式碼」之上。\r\n\r\n本議程將分享 Twinkle AI 開源社群中「熬夜書坊（Late-Night Study Session）」的營運經驗與技術結晶。我們將開源專案 TwinkleAI-LLM-Book-Club 作為核心載體，帶領會眾一窺如何將重量級著作《Hands-On Large Language Models》轉化為社群共學的開源教材。\r\n\r\n演講中將展示我們如何利用開源的互動式 Notebook 環境（如 Jupyter 甚至具備高重現性的環境），帶領參與者一步步拆解 Tokenization 的編解碼過程、解析 Embeddings 向量魔法，並實際串接 Twinkle AI 專屬的繁中在地化模型（如 gemma-3-4B-T1-it）進行推論。這不僅是一場關於 LLM 底層技術的分享，更是展示如何透過開源協作與做中學（Hands-on），降低技術門檻，凝聚台灣在地 AI 生態圈的實踐指南。","Talk",{"title":35,"describe":36,"type":33},"From Co-reading to Co-creation: Hands-on LLMs and Localized Models at Twinkle AI Late-Night Study Session","As Large Language Models (LLMs) evolve rapidly, true understanding comes from hands-on coding rather than just reading papers. This session shares the technical insights and community experiences from Twinkle AI's \"Late-Night Study Session.\" Using our open-source repository, TwinkleAI-LLM-Book-Club, based on \"Hands-On Large Language Models,\" we will demonstrate how to transform a heavyweight book into interactive, community-driven materials.\r\n\r\nWe will walk through the mechanics of Tokenization and Embeddings, and showcase inferences using Twinkle AI's localized Traditional Chinese model (gemma-3-4B-T1-it). This session is a practical guide on lowering the barrier to entry through open-source collaboration and empowering the local AI ecosystem in Taiwan.",[38,19],"Intermediate","https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002F3PGBSN",{"id":41,"room":42,"start":43,"end":44,"language":19,"track":45,"speakers":47,"zh":55,"en":58,"tags":61,"uri":62},"9U9TCT",{"en":15,"zh-hant":16},"2026-08-09T10:40:00+08:00","2026-08-09T11:10:00+08:00",{"id":4,"name":46},{"en":6,"zh-hant":6},[48],{"id":49,"avatar":50,"zh":51,"en":54},"BFNYPY","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FBFNYPY_g3FRlCk.webp",{"name":52,"bio":53},"Haley","我是一名 AI 工程師，目前專注於 LSTM 時序預測的開發。我具備電機與腦科學背景，研究所期間專攻利用 fMRI 記錄腦部狀態，並嘗試透過 GAN 技術重建受試者當下的視覺情景。 由於自身深為拖延症與思緒過載所苦，我發起了「零樹計畫（ZeroTree）」，期望藉由遊戲化技能樹的設計來輔助自我成長。專案初期，我將《實現：達成目標的心智科學》\r\n 一書中的心理學概念實作為目標設立系統；近期更挑戰在兩週的極短時間內從零開始，將 Twinkle AI 台灣原生模型落地整合進專案，打造出以「心情日記」為核心的在地化 AI 陪伴系統。我熱衷於將生硬的技術結合心理學，轉化為有溫度的日常實用工具。",{"name":52,"bio":53},{"title":56,"describe":57,"type":33},"讓台灣原生 LLM 長出在地語氣：用 Twinkle AI 4B 打造「星光型小零」","ZeroTree 是一個結合心理學與遊戲化技能樹的目標管理專案，最初是我為了解決自身拖延症與思緒過載而打造。本議程將分享我如何以極限的「兩週挑戰」為起點，從零開始將 Twinkle AI 專為台灣語境打造的 4B 模型（gemma-3-4B-T1-it）落地整合到 ZeroTree 中，以「心情日記」為核心，打造出具有開源社群與鄉民幽默感的「星光型小零」AI 陪伴原型，【並歷經數月持續打磨迭代】。這是一場本地小模型（SLM）【從原型到落地】的實戰紀錄。我將深入分享在本地端整合時遇到的四大挑戰與解法：包含如何解決小模型容易照抄 JSON 範例的格式問題、如何優化 System Prompt 避免動態資訊導致 CPU 推理延遲（提高 KV Cache 命中率）、如何在無獨顯的筆電上利用量化與 UX 設計彌補等待感，以及不綁定帳號的樹洞型專案該如何設計匿名隱私防護機制。",{"title":59,"describe":60,"type":33},"Growing Local Voices in Native LLMs: Building the \"Starlight Zerobot\" with Twinkle AI 4B","ZeroTree is a gamified goal-management project combining psychology and skill trees, initially created to overcome my own procrastination. This session follows my journey from a 2-week extreme integration challenge — bringing Twinkle AI's Taiwan-native 4B model (gemma-3-4B-T1-it) into ZeroTree from scratch — through months of continuous iteration. Centered around a \"mood diary,\" I developed the \"Starlight Zerobot,\" an AI companion prototype featuring Taiwanese open-source community humor and local context. I will dive deep into four major challenges and solutions of deploying a local Small Language Model (SLM): JSON formatting constraints, System Prompt optimization for CPU inference caching, UX design to mitigate hardware latency, and anonymous privacy protection for local projects.",[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002F9U9TCT",{"id":64,"room":65,"start":66,"end":67,"language":19,"track":68,"speakers":70,"zh":78,"en":82,"tags":83,"uri":84},"DGQEXM",{"en":15,"zh-hant":16},"2026-08-09T14:50:00+08:00","2026-08-09T15:40:00+08:00",{"id":4,"name":69},{"en":6,"zh-hant":6},[71],{"id":72,"avatar":73,"zh":74,"en":77},"ARBL7G","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002F421003153_7200929389928207_4953581930720572895_n_nIVTati.jpg",{"name":75,"bio":76},"劉育維 Simon Liu","大家好，我是 Simon 劉育維，目前是 Cloud AI Google Developer Expert，同時也是 APMIC MLOps Engineer，幫助各大知名企業進行 AI 和 LLM 等人工智慧議題進行人工智慧架構規劃的討論，目前在 Medium 上已經公開超過 150 篇技術文章，我希望能夠嘗試使用 AI 做應用，幫助客戶用 AI 解決痛點。\r\n\r\n詳細資訊：https:\u002F\u002Fsimonliuyuwei.my.canva.site\u002Flink-in-bio",{"name":75,"bio":76},{"title":79,"describe":80,"type":81},"根據 Google Gemma 4 模型與 Google ADK 打造自己的 AI Agent","透過 Google 所推出的開源模型和開源工具，你可以打造出一個屬於自己工作助手的 AI Agent ，幫助你在日常工作上，能夠有一個小幫手。","workshop\u002Fpanel",{"title":79,"describe":80,"type":81},[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FDGQEXM",{"id":86,"room":87,"start":44,"end":88,"language":19,"track":89,"speakers":91,"zh":106,"en":109,"tags":112,"uri":113},"EHHF78",{"en":15,"zh-hant":16},"2026-08-09T11:40:00+08:00",{"id":4,"name":90},{"en":6,"zh-hant":6},[92,99],{"id":93,"avatar":94,"zh":95,"en":98},"ZTQ9PZ","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FZTQ9PZ_3TGxCyT.webp",{"name":96,"bio":97},"Allen","我目前是台灣科技大學資訊工程所碩士二年級學生，具備生成式 AI、深度學習與 DevOps 的實務經驗。碩士研究聚焦於 LLM 微調的資安議題。專案經驗橫跨大型語言模型等 AI 領域，曾協助跨國企業提出 AI PoC，也參與過 RAG 解決方案的設計。歡迎大家與我交流！",{"name":96,"bio":97},{"id":100,"avatar":101,"zh":102,"en":105},"WHUQPA","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FWHUQPA_DENziWd.webp",{"name":103,"bio":104},"黃亮勳","創辦 Twinkle AI，專注於開源繁體中文資料集與下一代繁中模型，為台灣 AI 生態奠定基礎並持續推進模型訓練技術。領導團隊打造台灣首個最小推理模型 Formosa-1 (F1)，並曾以一人團隊完成繁體中文語料蒐集與模型訓練，成功推出台灣首個 Llama 3.2 3B 最小推理模型。",{"name":103,"bio":104},{"title":107,"describe":108,"type":33},"Benign Outliers 對 Twinkle AI 模型安全對齊之影響研究","你以為「乾淨」的微調資料就是安全的嗎？最新研究指出，僅僅 100 筆來自 Dolly、Alpaca 這類良性資料集的樣本——表面無害、卻帶有有害梯度方向的 Benign Outliers——就足以讓一個對齊過的 LLM 安全防線全面崩潰，而且完全不需要外部惡意資料當錨點。\r\n本場分享將以 Twinkle AI 開源的 gemma-3-4B-T1-it 為實驗對象，帶大家走過一次真實的攻擊與防禦：如何用 Self-Inf-N 從繁中良性資料中挖出這些「隱形地雷」、它們在連續學習場景下有多難消除，以及 SafeGrad、AsFT 這類梯度約束防禦方法到底擋不擋得住。\r\n適合對 LLM 安全、微調、開源模型治理有興趣的開發者與研究者。",{"title":110,"describe":111,"type":33},"100 Harmless Samples Are All You Need to Break a Safety-Aligned LLM","Think your \"clean\" fine-tuning data is safe? Recent research shows that just 100 samples from benign datasets like Dolly and Alpaca — innocent on the surface, yet carrying harmful gradient directions — are enough to collapse the safety alignment of an already-aligned LLM. And it works anchor-free: no external malicious data required.\r\nIn this talk, we put Twinkle AI's open-source gemma-3-4B-T1-it on the table for a hands-on attack-and-defense walkthrough: how to surface these \"invisible landmines\" from Traditional Chinese benign datasets using Self-Inf-N, why they're so hard to undo in continual learning scenarios, and whether gradient-constrained defenses like SafeGrad and AsFT can actually hold the line.\r\nFor developers and researchers interested in LLM safety, fine-tuning, and open-source model governance.",[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FEHHF78",{"id":115,"room":116,"start":88,"end":117,"language":19,"track":118,"speakers":120,"zh":128,"en":131,"tags":132,"uri":134},"G8QTLU",{"en":15,"zh-hant":16},"2026-08-09T12:10:00+08:00",{"id":4,"name":119},{"en":6,"zh-hant":6},[121],{"id":122,"avatar":123,"zh":124,"en":127},"78YLDA","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002F78YLDA_AtWhJQc.webp",{"name":125,"bio":126},"老鮑伯","本人於 2007 年底投身資訊業，從原本寫 Java， 2009 年開始接觸 WPF、Silverligh t的 C# 桌面應用程式開始投入 .NET開發，之後於資拓宏宇擔任軟體專案工程師，於 2014 年投入遊戲業在台灣卡普空擔任開發組組長，2018 到2023 上半在XR領域相關新創擔任 CTO； .NET 相關的前後端與Azure雲端開發技術都略懂略懂，並在近期積極往 Agentic AI等相關AI應用方向鑽研，但抓 bug 比較在行。",{"name":125,"bio":126},{"title":129,"describe":130,"type":33},"在地的模型當然要可以跑在地端","介紹如何以 GPU 和 NPU 在地端跑 LLM 模型推論運算的運作機制，以及介紹如何用幾種開源\u002F非開源的框架([Ollama](https:\u002F\u002Follama.com)\u002F[vLLM](https:\u002F\u002Fvllm.ai\u002F)\u002F[LM Studio](https:\u002F\u002Flmstudio.ai\u002F)\u002F[Lemonade](https:\u002F\u002Flemonade-server.ai\u002F)\u002F[oBeaver](https:\u002F\u002Fgithub.com\u002Fmicrosoft\u002Fobeaver))在地端不同種 GPU\u002FNPU 的機器上執行 Twinkle AI 開源模型。",{"title":129,"describe":130,"type":33},[133,19],"Elementary","https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FG8QTLU",{"id":136,"room":137,"start":138,"end":139,"language":19,"track":140,"speakers":142,"zh":150,"en":153,"tags":154,"uri":155},"MQN7EY",{"en":15,"zh-hant":16},"2026-08-09T13:40:00+08:00","2026-08-09T14:10:00+08:00",{"id":4,"name":141},{"en":6,"zh-hant":6},[143],{"id":144,"avatar":145,"zh":146,"en":149},"YEFBBZ","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FYEFBBZ_Of7HP8x.webp",{"name":147,"bio":148},"freddy4212","熱愛互動技術應用，總思考著如何運用技術來改善生活、引發議題思考，擅長 TinyML 與 OpenCV 應用......最近迷上 LLM 這個新世界，每天都有追不完的新知識 XDDD",{"name":147,"bio":148},{"title":151,"describe":152,"type":33},"解救被封印的 PDF—一起來打造臺灣的 FinePDFs 資料集吧","#### 為什麼要開這個議題？\r\n- **資料，乃訓練之基礎—** 為了讓模型更懂臺灣，我們需要你一起貢獻更多更多的臺灣知識！\r\n- **PDF 資料比你想像的有價值—** 有許多重要知識都被封印在 PDF 文件或是圖片之中，這樣的資料無法作為模型訓練內容。\r\n- **告別「工人智慧」輕輕鬆鬆完成貢獻—** 我們設計了一套半自動化的 PDF 文件處理系統，將在本議程介紹如何快速貢獻並取得 Credit！\r\n- **血淚史大公開—** 分享 PDF 處理中的辛酸血淚，讓你快速就能掌握各種撇步！\r\n\r\n#### 誰適合來聽這個議程？\r\n- **知識囤積狂與文獻愛好者—** 手邊一堆珍貴的 PDF 檔案，卻不知如何讓它們發揮最大價值的你。\r\n- **文字潔癖與細節控—** 看到錯字跟排版亂掉就渾身不對勁？我們超需要你來幫忙把關最後一哩路（人工審閱 XDDDD）！\r\n- **開源狂熱份子—** 想了解如何用自動化工具與OCR Model 對抗排版地獄的你。\r\n\r\n#### 這個議題期望帶來什麼樣的影響力？\r\n- **我們是 TwinkleAI—** 一個致力於建立「臺灣在地資料集與模型」的社群，目前已公開多筆資料集以及數顆繁體中文模型。\r\n- **擴張開源宇宙的版圖—** 繼目前進行中的「Twinkle Voice 語音資料集」、「Twinkle Vision 視覺資料集」專案後，我們將在本次議程正式啟動「Twinkle FinePDFs-zhtw」！\r\n- **人人都能成為開源貢獻者—** 透過我們準備好的工具，不管是工程師還是麻瓜，都能輕鬆參與這個大型開源運動。來聽這場議程，一起在臺灣 AI 發展的歷史上留下你的 GitHub ID 與名字吧！",{"title":151,"describe":152,"type":33},[133,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FMQN7EY",{"id":157,"room":158,"start":139,"end":159,"language":19,"track":160,"speakers":162,"zh":169,"en":172,"tags":173,"uri":174},"PPF3YH",{"en":15,"zh-hant":16},"2026-08-09T14:40:00+08:00",{"id":4,"name":161},{"en":6,"zh-hant":6},[163,166],{"id":144,"avatar":145,"zh":164,"en":165},{"name":147,"bio":148},{"name":147,"bio":148},{"id":100,"avatar":101,"zh":167,"en":168},{"name":103,"bio":104},{"name":103,"bio":104},{"title":170,"describe":171,"type":33},"PDF 解封之後—一起動手打造 Classifier 吧","為什麼要開這個議題？\r\n* **資料分類是模型進化的階梯—** 延續先前的 FinePDFs，如何讓這些碎片化的文字變成可被 LLM 吸收的「領域專長」，關鍵就在於高品質的分類與標納。\r\n* **訓練 LLM 的重要步驟—** 訓練或微調模型前，你需要一個精準的分類器來過濾雜訊與分類資料！\r\n* **運用高效率的 Few-Shot 方法打造分類器—** 分類器的訓練方法百百種，本議程預計使用 SetFit ，可以在極少量的標註樣本下，快速打造出強大的分類器。\r\n* **評估與分析—** 不只談訓練，更需要進行評估與分析，科學地驗證模型究竟是真的還是瞎猜。\r\n\r\n誰適合來聽這個議程？\r\n* **開源狂熱份子—** 想了解開源 LLM 的技術細節。\r\n* **LLM 領域的初學者—** 想知道在「Prompt Engineering」之外，如何透過微調技術（Fine-tuning）改善資料流程的開發者。\r\n\r\n這個議題期望帶來什麼樣的影響力？\r\n* **我們是 TwinkleAI—** 一個致力於建立「臺灣在地資料集與模型」的社群，也藉由讀書會等活動，推廣 LLM 相關知識的普及，目前已公開多筆資料集以及數顆繁體中文模型。\r\n* **人人都能學會的 LLM—** 透過大量公開的資料，人人都能入門 LLM 的相關知識；並且理解 LLM 的運作脈絡，你可以更有效率的馴服 AI！！",{"title":170,"describe":171,"type":33},[133,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FPPF3YH",{"id":176,"room":177,"start":178,"end":179,"language":19,"track":180,"speakers":182,"zh":190,"en":193,"tags":194,"uri":195},"SPHZLK",{"en":15,"zh-hant":16},"2026-08-09T13:00:00+08:00","2026-08-09T13:30:00+08:00",{"id":4,"name":181},{"en":6,"zh-hant":6},[183],{"id":184,"avatar":185,"zh":186,"en":189},"NC8J9Q","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FNC8J9Q_MfRhejw.webp",{"name":187,"bio":188},"Bobson Lin","Twinkle AI Mobile 支線的 Astronaut (貢獻者)\r\n開源 https:\u002F\u002Fgithub.com\u002Fai-twinkle\u002Flittle_star_app 專案",{"name":187,"bio":188},{"title":191,"describe":192,"type":33},"Tweet AI to the Edge","“Tweet” AI to the Edge: 從本地化語言模型到環境智能的下一步\r\n\r\n這裡的 Tweet 不是社群平台上的短文，而是中文語感裡的「推」：推送、推進、佈署。當 Twinkle AI 這樣的開源社群開始打造本地化語言模型之後，下一個問題是：如何把模型真正推到使用者身邊，讓它跑在手機、桌面、瀏覽器與各種 edge 裝置上？\r\n\r\nLittle Star 的起點是 Mobile LLM 工具：從「能不能在手機上真跑 LLM」開始，經過 iOS \u002F Android MVP 驗證，逐步轉向 configs、benchmark 與真機量測。這個過程讓我們意識到，edge AI 的挑戰不只是 inference，而是模型格式、runtime、量化、記憶體、延遲、耗電、熱與使用者體驗之間的整體設計。\r\n\r\n本分享將以 Little Star 的探索經驗為基礎，討論如何把本地化語言模型推向 edge：從模型封裝、GGUF 與 llama.cpp 生態系、裝置端 benchmark，到 context-aware UX 與 Ambient Intelligence 的產品想像。我們也會討論為什麼本地模型的價值不只是離線，而是「靠近」：靠近使用者、靠近資料、靠近語境，也更靠近開源社群能掌握的未來 AI 基礎建設。",{"title":191,"describe":192,"type":33},[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FSPHZLK",{"id":197,"room":198,"start":18,"end":199,"language":19,"track":200,"speakers":202,"zh":206,"en":209,"tags":210,"uri":211},"ZGVXAP",{"en":15,"zh-hant":16},"2026-08-09T10:30:00+08:00",{"id":4,"name":201},{"en":6,"zh-hant":6},[203],{"id":100,"avatar":101,"zh":204,"en":205},{"name":103,"bio":104},{"name":103,"bio":104},{"title":207,"describe":208,"type":33},"Twinkle Eval：打造繁體中文 LLM 開源評測工具","近年大型語言模型（LLM）快速發展，但「怎麼公平、快速、可重現地評估模型能力」仍是實務上的痛點。尤其對繁體中文場景而言，現有 benchmark 工具往往偏向英文生態，缺乏對本地資料集、模型部署方式，以及實際評測流程的友善支援。\r\n\r\n這場分享將介紹我們打造的開源評測工具 Twinkle Eval，一套專為 LLM benchmark 設計的自動化評測框架，聚焦繁體中文模型評估需求。Twinkle Eval 支援多種資料格式、OpenAI API 與自架模型介接，提供平行批次評測、題目選項隨機化、多次重複測試穩定性分析，以及完整結果追蹤，讓模型評測不再只是「跑一次分數」，而是能更可靠地理解模型真實能力。\r\n\r\n我們會分享設計這套工具的背景與工程取捨，包含為什麼現有工具不夠用、如何處理 benchmark contamination 與選擇題 positional bias、如何提升大規模評測效率，以及在繁體中文 benchmark（如 TMMLU+、法律資料集）上的實際使用經驗。\r\n\r\n如果你正在訓練模型、比較不同 checkpoint、做模型選型，或只是想建立更可信的 LLM evaluation workflow，這場分享會帶你快速理解現代 LLM benchmark 的實務方法，以及我們在開源工具開發中的經驗與踩坑。",{"title":207,"describe":208,"type":33},[133,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FZGVXAP",{"2026-08-09":213},"#264653",[215,228,240,252,263,273,283,293,301,311,320,330,343,352,361,371,381,389,399,408,420],{"id":216,"level":217,"link":218,"publish":219,"reward_type":220,"reward_data":221,"name":222,"intro":225,"image":227},"臺北市資訊局","thanks","https:\u002F\u002Fdoit.gov.taipei",true,"連續贊助",2,{"zh":223,"en":224},"臺北市政府資訊局","Department of Information Technology, Taipei City Government",{"zh":226,"en":226},"臺北市政府資訊局（Department of Information Technology）為臺北市政府資訊業務主管機關，致力於推動市政創新與科技應用，將先進數位科技融入城市治理、公共服務及基礎設施建設，透過各項資訊平台運用，提升民眾良好的市政服務體驗，積極打造更智慧、便捷的臺北城市環境","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1iVTTBCvVuA95ntyn389Gj-nra-dmSRjc",{"id":229,"level":230,"link":231,"publish":219,"reward_type":220,"reward_data":232,"name":233,"intro":236,"image":239},"andes","friend","https:\u002F\u002Fwww.andestech.com\u002Fen\u002F",3,{"zh":234,"en":235},"晶心科技股份有限公司","Andes Technology Corporation",{"zh":237,"en":238},"晶心科技股份有限公司于2005年成立於新竹科學園區，2017年於臺灣證交所上市 ([TWSE: 6533](https:\u002F\u002Ffinance.yahoo.com\u002Fquote\u002F6533.TW?p=6533.TW&ncid=stockrec); [SIN: US03420C2089](https:\u002F\u002Fwww.bourse.lu\u002Fsecurity\u002FUS03420C2089\u002F342557); [ISIN: US03420C1099](https:\u002F\u002Fwww.bourse.lu\u002Fsecurity\u002FUS03420C2089\u002F342557))。晶心是RISC-V國際協會的創始首席會員，也是第一家推出商用RISC-V向量處理器的主流CPU供應商。為滿足當今電子設備的嚴格要求，晶心提供可配置性高的32\u002F64位元高效能CPU核心，包含DSP、FPU、Vector、超純量  (Superscalar)、亂序執行  (Out-of-Order)、多核心及車用系列，可應用於各式ＳｏＣ與應用場景。晶心並提供功能齊全的整合開發環境和全面的軟\u002F硬體解決方案，可幫助客戶在短時間內創新其SoC設計。截至2025年底，Andes-Embedded™ SoC累計出貨量已超過200億顆。欲瞭解更多資訊，請訪問  [https:\u002F\u002Fwww.andestech.com](https:\u002F\u002Fwww.andestech.com\u002F)。請立即透過[LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002F13688177\u002F)、[Facebook](https:\u002F\u002Fwww.facebook.com\u002FAndesTechTW?locale=zh_TW)、[X(原 Twitter)](https:\u002F\u002Ftwitter.com\u002FAndes_Tech)、[YouTube](https:\u002F\u002Fwww.youtube.com\u002Fc\u002FAndesTechnology\u002F) 以及[Bilibili](https:\u002F\u002Fspace.bilibili.com\u002F335295020)追蹤晶心最新消息。","As a Founding Premier member of RISC-V International and a leader in commercial CPU IP, Andes Technology ([TWSE: 6533](https:\u002F\u002Ffinance.yahoo.com\u002Fquote\u002F6533.TW?p=6533.TW&ncid=stockrec); [SIN: US03420C2089](https:\u002F\u002Fwww.bourse.lu\u002Fsecurity\u002FUS03420C2089\u002F342557); [ISIN: US03420C1099](https:\u002F\u002Fwww.bourse.lu\u002Fsecurity\u002FUS03420C2089\u002F342557)) is driving the global adoption of RISC-V. Andes’ extensive RISC-V Processor IP portfolio spans from ultra-efficient 32-bit CPUs to high-performance 64-bit Out-of-Order multiprocessor coherent clusters. With advanced vector processing, DSP capabilities, the powerful Andes Automated Custom Extension (ACE) framework, end-to-end AI hardware\u002Fsoftware stack, ISO 26262 certification with full compliance, and a robust software ecosystem, Andes unlocks the full potential of RISC-V, empowering customers to accelerate innovation across AI, automotive, communications, consumer electronics, data centers, and mobile devices. Over 20 billion Andes-powered SoCs are driving innovations globally. Discover more at [www.andestech.com](http:\u002F\u002Fwww.andestech.com\u002F) and connect with Andes on [LinkedIn](https:\u002F\u002Fwww.linkedin.com\u002Fcompany\u002F13688177\u002Fadmin\u002Fdashboard\u002F), [X (formerly Twitter)](https:\u002F\u002Fx.com\u002FAndes_Tech) , [YouTube](https:\u002F\u002Fwww.youtube.com\u002Fc\u002FAndesTechnology) and [Bilibili](https:\u002F\u002Fspace.bilibili.com\u002F335295020).","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1SXvUlmHuSXDchd6HoejXMvHiDebVoVgL",{"id":241,"level":217,"link":242,"publish":219,"reward_type":243,"reward_data":244,"name":245,"intro":248,"image":251},"sifive","https:\u002F\u002Fwww.sifive.com","Null",0,{"zh":246,"en":247},"美商賽發馥股份有限公司臺灣分公司","SiFive",{"zh":249,"en":250},"身為 RISC-V 的發明者與領導廠商，SiFive 正在改變未來運算的典範，將 RISC-V 的無限潛力引領至世上最高效能與資料密集應用中。SiFive 所建構無與倫比的運算平台能夠在晶片設計的每個細分市場成功協助全世界眾多科技領導廠商，從創新發明、優化至完美、並推出最先進的晶片設計解決方案，涵蓋人工智慧、機器學習、車用電子、資料中心、行動運算與消費性電子等應用領域。SiFive 與您同行，創造 RISC-V 的無限未來。欲知更詳細信息，請洽 www.sifive.com","As the pioneers who introduced RISC-V to the world, SiFive is transforming the future of computing by bringing the power and flexibility of RISC-V to the world. SiFive’s market-leading IP provides the blueprint for high-performance, customizable, and energy-efficient processor cores across the entire computing spectrum, from the intelligent edge to the most advanced AI data centers. For more information, visit www.sifive.com","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=17TquX8coFopolRFi2W9ZbDUzgkT5YF0X",{"id":253,"level":254,"link":255,"publish":219,"reward_type":220,"reward_data":221,"name":256,"intro":259,"image":262},"IMA","gold","https:\u002F\u002Fwww.ima.org.tw\u002F",{"zh":257,"en":258},"中華民國資訊經理人協會","Information Management Association",{"zh":260,"en":261},"IMA資訊經理人協會自1982年成立至今已逾四十年，是台灣歷史最悠久的IT專業團體之一。自2022年由台灣大哥大資訊長蔡祈岩接任理事長後，致力於串聯IT產業、產業IT、政府、學術及開源社群資源，推動台灣成為全球最能發揮IT與AI專業實力的國家。\n\n近年協會重點推動工作如下：\n一、IT Matters Awards—打造IT雇主品牌獎：由數位發展部指導、IMA主辦的 IT Matters Awards，是全台首創以IT人才、技術與應用為核心的年度獎項，表揚重視IT人才、推動數位轉型並對社會產生正向影響的企業與個人。2026年將持續擴大辦理並與《天下雜誌》共同舉辦，透過評選標竿企業、人才與創新專案，分享最佳實務經驗，促進企業與人才交流，推動台灣IT人才質與量的雙向成長。\n二、執行政府數位發展相關計畫：整合活動推廣、產業交流、Demo Day與多元行銷策略，今年度更協助軟體開源推廣機制，包含開源上架指引優化等，擴大產業參與及政策影響力。\n三、Taiwan Tongues台灣通用語料集計畫：建構台灣通用語料共享計畫，致力建立涵蓋台灣華語、台語、客語與原住民族語的開放語料庫，讓全球語言模型能理解台灣的語言與文化。\n四、台灣開源連線計畫：舉辦專家座談、開源專案展示與國際交流，攜手台灣開源社群推動技術交流與創新合作，打造「台灣開源隊」，提升我國在全球開源生態系中的角色。\n\nIMA將持續以專業行動，深化產業鏈結與生態系建構，從單一活動推動提升為跨產業協作平台，為台灣在全球數位與AI浪潮中爭取更關鍵的位置。","Information Management Association (IMA), Taiwan\nFounded in 1982, IMA is one of Taiwan's longest-established IT professional organizations, dedicated to strengthening Taiwan's digital competitiveness.\n\nSince 2022, the association has been chaired by Rock Tsai, CIO of Taiwan Mobile.\nOur members:\n．Industrial Enterprises: AMD, Phison, Taiwan Mobile, Fubon Bank, etc.\n．IT Solution Providers: Top 10 SI companies such as Systex Group, WITS, Syscom Group\n\nIn 2026, IMA focuses on four key initiatives:\n\n1. IT Matters Awards: Recognizing outstanding IT employers, technology talent, digital transformation achievements, and innovative projects, co-organized with CommonWealth Magazine to share best practices and foster collaboration.  \n2. Government Digital Development Programs: Supporting policy implementation through industry events, networking activities, Demo Days, and multi-channel communications.\n3. Taiwan Tongues: Building an open corpus covering Taiwanese Mandarin, Taiwanese Hokkien, Hakka, and Indigenous languages to help global language models better understand Taiwan.\n4. Taiwan Open Source Initiative:  Promoting technical collaboration, open-source project showcases, and international exchange; building “Team Taiwan” in the global open-source ecosystem.  \n\n\nIMA remains committed to advancing IT value, fostering cross-sector collaboration, and positioning Taiwan at the forefront of the global digital and AI landscape.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1USFHc7t-l4bctCkZUXQ_f21Fng1ZO1lR",{"id":264,"level":265,"link":266,"publish":219,"reward_type":243,"reward_data":244,"name":267,"intro":269,"image":272},"KKTIX","bronze","https:\u002F\u002Fkktix.com\u002F",{"zh":268,"en":264},"華娛網路娛樂股份有限公司",{"zh":270,"en":271},"KKTIX作為台港兩地領先的活動售票、報名與線上直播平台，致力於透過穩定\n可靠的技術服務，協助主辦單位打造更好的活動體驗。從技術研討會、開源社\n群聚會、教育課程到大型論壇、展演活動與線上直播，KKTIX支援各種規模的\n活動需求。\n自2010年成立以來，KKTIX已累積超過700萬名會員，每年服務超過75,000場\n活動。平台提供報名管理、售票、金流、會員經營、數據分析等全方位方案，\n讓主辦單位能專注於內容與社群經營！\nKKTIX長期支持技術與開源社群發展，陪伴許多開發者社群、使用者社群及非\n營利組織舉辦活動。我們相信，每一場活動都是知識交流與社群連結的起點，\n而好的工具能讓更多人專注於分享、學習與創造價值。","As Taiwan and Hong Kong’s leading platform for event ticketing, registration,\nand live streaming, KKTIX is dedicated to empowering organizers with reliable\ntechnology and seamless event experiences. From technical conferences,\nopen-source community meetups, and educational programs to large-scale\nforums, live performances, and online events, KKTIX supports events of all\nsizes and formats.\n\nSince its founding in 2010, KKTIX has amassed more than 7 million registered\nmembers and proudly supports over 75,000 events annually. The platform\nprovides comprehensive solutions—including event registration, ticketing,\npayment processing, membership management, and data analytics—enabling\norganizers to focus on curating impactful content and fostering vibrant\ncommunities.\n\nKKTIX has a long-standing commitment to driving the growth of technology\nand open-source communities, partnering with developer ecosystems, user\ngroups, and non-profit organizations to bring people together. We believe that\nevery event serves as a catalyst for knowledge sharing and community\n\nbuilding, and that the right tools empower people to focus on learning,\ncollaboration, and creating lasting value.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1rWagmNMioYe6vRW0144D939XqHD-ZhI-",{"id":274,"level":265,"link":275,"publish":219,"reward_type":243,"reward_data":244,"name":276,"intro":279,"image":282},"國網中心","https:\u002F\u002Fwww.nchc.org.tw",{"zh":277,"en":278},"財團法人國家實驗研究院國家高速網路與計算中心","National Center for High-performance Computing",{"zh":280,"en":281},"財團法人國家實驗研究院國家高速網路與計算中心（簡稱國網中心），於1991年成立，致力扎根國內高速計算技術，提供世界級的高速計算與學研網路設施，為台灣的科技能量奠基。我們秉持著「驅動轉型，為更美好的未來而努力」的信念，積極推動高速計算的技術與應用發展，引領數位轉型並促進智慧生活的改變。","National Center for High-performance Computing (NCHC), founded in 1991,is committed to strengthening national high-performance computing (HPC)technology, providing world-class supercomputing and academic researchnetwork infrastructure, and laying foundation for the development oftechnology in Taiwan. NCHC, in the spirit of \"driving transformation fora better future with HPC\", is dedicated to promoting HPC technology andapplications development, leading digital transformation in industriesand smart living.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1zegCBM3yK8M049xewjkc0IRtE2UqIUdU",{"id":284,"level":254,"link":285,"publish":219,"reward_type":220,"reward_data":221,"name":286,"intro":289,"image":292},"國泰金控","https:\u002F\u002Fwww.cathayholdings.com\u002Fholdings\u002Fbrand\u002Ffintech",{"zh":287,"en":288},"國泰金融控股公司","Cathay Financial Holdings",{"zh":290,"en":291},"國泰金控致力成為「以金融為核心的科技公司」，透過數位、數據與技術，積極研發並導入國際前瞻技術，打造創新平台與產品服務。\n整合集團資源、強化一站式數位金融體驗，國泰金控發揮持續創新與技術領先優勢，樹立技術與開發環境典範。同時，積極佈局海外並接軌國際，深耕大中華與東南亞市場，注入數據驅動文化，以高效協作的矩陣式組織，持續朝「亞太地區最佳金融機構」願景邁進，共創更好的未來金融。","Cathay Financial Holdings (FHC) is committed to being a technology company with finance at its core. We actively develop and adopt international innovations to build cutting-edge platforms and services through digitalization, data, and technology.\nBy integrating group-level resources, Cathay FHC leverages its strengths in continuous innovation, intelligent applications, and technological leadership to set a benchmark for development environments. At the same time, we continue expanding across the Asia-Pacific, aligning with global trends to become the leading financial institution in the region. Driven by a data-driven culture and a highly collaborative matrix organization, Cathay FHC is dedicated to shaping the future of finance.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1JN_uNRjQ6-9I7z_azEjhahMtTQqDk3SC",{"id":294,"level":265,"link":295,"publish":219,"reward_type":243,"reward_data":244,"name":296,"intro":297,"image":300},"ONLYOFFICE","https:\u002F\u002Fwww.onlyoffice.com",{"zh":294,"en":294},{"zh":298,"en":299},"ONLYOFFICE 是一個國際性的開源專案，由領先的 IT 公司 Ascensio System SIA 開發。目前在中國、新加坡、英國等 7 個國家設有分公司，為全球企業與個人使用者提供高效率的文件處理與協作解決方案，深受網易、百威中國、中信集團、南京大學、中國知網等眾多企業與教育機構的青睞。\n\nONLYOFFICE Docs 是一套功能完整的線上辦公套件，整合了文件編輯、試算表、簡報、可填寫表單以及 PDF 編輯器，並與 Microsoft Office 格式具備高度相容性。此外，還提供數百種格式與樣式設定工具，以及多元的協作功能。","ONLYOFFICE, an open-source office software project, focuses on advanced and secure office solutions. With over 15 million users worldwide, it is recognized for its innovation in the online office domain. The ONLYOFFICE ecosystem includes collaborative applications such as online editors for text documents, spreadsheets, presentations, forms, and PDFs, along with a room-based collaborative platform. \nAs an international company, ONLYOFFICE has employees and contributors across the globe, with offices located in Singapore, Dallas, Shanghai, Riga, London, Belgrade, Yerevan, and Tashkent.\n","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1uilDLdToDeqOJYEGoljpbw2l9YOYDKvs",{"id":302,"level":265,"link":303,"publish":219,"reward_type":243,"reward_data":244,"name":304,"intro":307,"image":310},"QNAP","https:\u002F\u002Fwww.qnap.com\u002Fzh-tw",{"zh":305,"en":306},"QNAP Systems, Inc. 威聯通科技","QNAP Systems, Inc.",{"zh":308,"en":309}," QNAP 命名源自於高品質網路設備製造商（Quality Network Appliance Provider），我們致力研發軟體應用，匠心優化硬體設計，並設立自有生產線，以提供全面而先進的科技解決方案。QNAP 專注於儲存、網通及智慧視訊產品創新，並持續拓展人工智慧應用，推動 Edge AI 邊緣優先、雲端協作的整合模式，協助客戶在不同場域中即時分析、決策與協同運作，充分發揮數據價值。\n\nQNAP 亦是一個全面性的資安品牌，我們將資料保護、防勒索、不可變儲存與多層資安機制融入解決方案中，確保企業營運不中斷並維持長期資料完整性。在 QNAP 的企業藍圖中，NAS 早已突破儲存裝置的框架，更是驅動人工智慧、邊緣運算與資安防護的重要平台，為全球用戶創造更大優勢與價值。","QNAP (Quality Network Appliance Provider) is a global leader in software development, hardware design, and in-house manufacturing, delivering solutions that help businesses and individuals securely store, connect, and innovate. We drive breakthroughs in storage, networking, and smart video, and advance an Edge AI strategy that integrates edge-first deployment with cloud collaboration—enabling real-time data analysis, decision-making, and collaboration across diverse environments.\n\nQNAP is also a comprehensive cybersecurity brand, embedding data protection, anti-ransomware resilience, immutable storage, and multi-layered security into our solutions. For us, NAS has evolved beyond storage—turning NAS into the platform that drives AI, edge intelligence, and trusted data protection worldwide.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1ZBMNO4GxVf6McP1VBEbkL7qs2xdLHBSm",{"id":312,"level":230,"link":313,"publish":219,"reward_type":243,"reward_data":244,"name":314,"intro":316,"image":319},"Appier","https:\u002F\u002Fwww.appier.com\u002Fzh-tw\u002F",{"zh":315,"en":312},"沛星互動科技股份有限公司",{"zh":317,"en":318},"Appier 是一家 AI 原生的 Agentic AI 即服務（AaaS）公司，透過最先進的廣告科技（AdTech）與行銷科技（MarTech）解決方案，協助企業制定更明確的商業決策。創立於 2012 年，Appier 秉持 Making AI Easy by Making Software Intelligent 的願景，致力透過旗下由 Agentic AI 驅動的的廣告雲（Ad Cloud）、個人化雲（Personalization Cloud) 及數據雲（Data Cloud）解決方案，賦予企業自主、自適應、即時決策的能力，將 AI 轉化為可衡量的投資報酬（ROI）。Appier 目前在亞太、美國與 EMEA 地區設有 17 個據點，並於東京證券交易所 Prime 板上市。欲了解更多資訊請參閱 Appier | Empowering Businesses to Turn AI into ROI 。","Appier (TSE: 4180) is an AI-native Agentic AI as a Service (AaaS) company that empowers businesses to create value through cutting-edge AdTech and MarTech solutions. Founded in 2012 with the vision of “Making AI Easy by Making Software Intelligent,” Appier helps businesses turn AI into ROI through its Ad Cloud, Personalization Cloud, and Data Cloud—each powered by Agentic AI that enables autonomous, adaptive, and real-time decision-making. Today, Appier operates 17 offices across APAC, the US, and EMEA, and is listed on the Tokyo Stock Exchange. Learn more at Appier | Empowering Businesses to Turn AI into ROI .","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1HXbbA7QkJWwkXeHPE0nTfYRJcfKI0E4z",{"id":321,"level":254,"link":322,"publish":219,"reward_type":220,"reward_data":323,"name":324,"intro":326,"image":329},"玉山銀行","https:\u002F\u002Fwww.esunbank.com\u002Fzh-tw\u002Fpersonal",5,{"zh":321,"en":325},"E.SUN Bank",{"zh":327,"en":328},"玉山銀行成立於1992年，取名自台灣最高的山，以顧客體驗為核心的理念，致 力於構建科技與綠色雙軸轉型的的金融發展策略。作為數位金融的領導品牌， 玉山銀行擁有超過1300位科技人才，負責整體的數位發展、智能應用、資訊研 發以及資安管理。為臺灣首家銀行將人工智慧深入應用於各項業務，也是首家 銀行以開放的雲端原生技術、微服務架構自建核心系統。近年來玉山銀行展現 卓越的綜合績效，榮獲第十二屆菁業獎共8項大獎，累計歷屆獲奬總數持續領先 金融同業。從台灣到亞洲，玉山以靈活的策略和高效的執行力穩健發展，為顧 客創造持續的價值，邁向永續經營的未來。","E.SUN Bank, established in 1992 and named after Taiwan’s highest mountain, is dedicated to customer-centric values and committed to developing financial strategies centered around technology and ESG. With more than 1,300 technology professionals forming a technology team responsible for overall digital development, AI applications, IT research, and information security management, we are the first bank in Taiwan to deeply integrate AI into various businesses and the first bank to build our core system using cloud-native technology and a microservices architecture. In recent years, E.SUN Bank has demonstrated outstanding comprehensive performance, winning a total of 8 major awards at the 12th Elite Awards for Taiwan Banking Excellence, which maintain our industry-leading record in total awards received. From Taiwan to Asia, E.SUN Bank steadily grows with flexible strategies and efficient execution, creating sustained value for our customers and moving toward a future of sustainability.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1Wu648Tl50fARXtXGK2qkgPfXWhc4-hiT",{"id":331,"level":332,"link":333,"publish":219,"reward_type":334,"reward_data":335,"name":336,"intro":339,"image":342},"慧邦科技","silver","https:\u002F\u002Fwww.gamesofa.com","累計贊助",16,{"zh":337,"en":338},"慧邦科技股份有限公司  Gamesofa Inc.","Gamesofa Inc.",{"zh":340,"en":341},"慧邦科技Gamesofa成立於2005年，透過優異的網路核心技術，自製研發並行銷營運30餘款web, iOS, Android多人遊戲，是台灣首屈一指的遊戲開發公司。\n\nGamesofa以「5分鐘．想樂最輕鬆」為核心理念，成功打造台灣第一大網路麻將遊戲【神來也麻將】並在印尼、越南、星馬、美加推出德州撲克與當地牌類\n及模擬休閒遊戲【貓咪造咖】，全球累積註冊用戶數超過7,500萬，每日活躍用戶超過200萬人。Gamesofa除了在遊戲開發力求創新，更擅長以資料分析\n驅動營運決策，讓產品開發、營運、行銷團隊皆能透過數據分析工具與預測模型，快速掌握遊戲狀況，擬定策略，是一間充滿熱情與效率的企業。","Founded in 2005, Gamesofa is a leading Taiwanese game developer powered by top-tier core web technologies. We’ve self-developed and operated over 30 multiplayer games across web, iOS, and Android platforms.\n\nLiving by our motto, \"Fun in Five Minutes,\" we successfully launched Taiwan’s #1 online Mahjong game, GodGame Mahjong. We're also capturing hearts across Indonesia, Singapore, Malaysia, and North America with Texas Hold’em, local card games, and our casual simulation hit, Catfe World. With over 75 million registered users worldwide and 2 million+ daily active users, our community keeps growing!\n\nWe don't just innovate; we run on data. By leveraging advanced data analytics and predictive models, our development, operations, and marketing teams can instantly read the game environment and pivot strategies. At Gamesofa, we combine passion with high-efficiency execution.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1Tw5jqRB3RNLQ6ey9dklsM0fuAWzVXW8o",{"id":344,"level":265,"link":345,"publish":219,"reward_type":220,"reward_data":335,"name":346,"intro":348,"image":351},"祐生研究基金會","https:\u002F\u002Fwww.archilife.org\u002F",{"zh":344,"en":347},"The Archilife Research Foundation",{"zh":349,"en":350},"祐生研究基金會自 1987 年推動建築與環境永續發展之研究開始，推動長期的知識累積與人才培養。除了過去建築、環境、生態、健康與資訊社會與文化等面向之碩士論文獎助主題外，本會目前定期舉辦的聯誼會及讀書會，強化祐生成員的知識密度。 其後，於 2011 年起，本會持續針對國內開源活動進行贊助，也針對國內獨立遊戲開發者，推動知識與資訊分享聚會，期能幫助國內相關社群之發展。","Since 1987, the Archilife Research Foundation started long-term researches in architecture, sustainability, and go on to other areas of knowledge integration. Efforts including previously giving scholarships in aforementioned areas, and currently holding reading group meetings and communion events for knowledge keepers to better our understandings of the world. Starting from 2011, we also have been sponsoring various open source related events, holding meetups and game jams for local game developers’ groups, in the hope of supporting the growth of relevant communities in these fields.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1Jhy0M0l7kqfA-auPZwPHmrwxtuiBsrjB",{"id":353,"level":354,"link":355,"publish":219,"reward_type":243,"reward_data":244,"name":356,"intro":358,"image":360},"Canonical","diamond","https:\u002F\u002Fcanonical.com\u002F",{"zh":353,"en":357},"Canonical ",{"zh":359,"en":359},"Helping innovators build the future since 2004.\nCanonical’s story is closely linked to the communities that shape us, including the global community of open source contributors and enthusiasts who are part of our team.\n\nSince 2004, we have nurtured a community around Ubuntu, a Linux distribution that leveled the playing field by making software accessible to everyone - whether you are a developer in Calcutta, an end user in Cape Town or a sysadmin in California. Today, we continue to build and grow communities around us, as we help make open source more secure, reliable and manageable at scale.\n\nTogether, we enable organizations and end users everywhere to innovate with confidence on the largest supported collection of open source software.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=100QqFUM1e5FQoSqOnYtwmfAFBU4uJGNF",{"id":362,"level":254,"link":363,"publish":219,"reward_type":334,"reward_data":364,"name":365,"intro":367,"image":370},"Oracle（MySQL）","https:\u002F\u002Fwww.mysql.com\u002F",12,{"zh":366,"en":366},"MySQL",{"zh":368,"en":369},"MySQL 是世界上最受歡迎的開源資料庫。 它為 Facebook、Booking、Uber 和 Tesla 等最具創新性的公司都用它當主要的資料庫。 它可以在本地使用，也可以作為 Oracle 雲端上的 MySQL 資料庫服務使用。 對於開發人員來說，它是一個易於使用、可靠且高效能的資料庫，支援 NoSQL 和 SQL。許多 SaaS、電子商務、金融、電信和Fortune 1000 強公司都依靠 MySQL 企業版的高級安全功能來保護資訊隱私、防止資料外洩，並協助滿足 GDPR、PCI、HIPAA 等監管要求。 MySQL 高可用性具有內建的 HA能力，完全整合到 MySQL 伺服器中，可實現 99.99% 的正常運作時間\n","MySQL is the World’s Most Popular Open Source Database. It powers the most innovative companies including Facebook, Booking, Uber, and Tesla. It is available on-premises and as the MySQL Database Service on Oracle Cloud. For developers, it’s an easy to use, reliable and high-performance database with NoSQL and SQL support. SaaS, ecommerce, financial, telecom, and Fortune 1000 companies rely on the MySQL Enterprise edition advanced security features to protect the privacy of information, prevent data breaches and help meet regulatory requirements such as GDPR, PCI, HIPAA. MySQL High Availability has native HA, fully integrated into the MySQL Server for 99.99% uptime. ","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1gK-ZMKBj5g59qekvVWutwAq7s2v3MmGT",{"id":372,"level":254,"link":373,"publish":219,"reward_type":334,"reward_data":374,"name":375,"intro":377,"image":380},"Berry AI","https:\u002F\u002Fberry-ai.com",6,{"zh":376,"en":372},"華捷智能股份有限公司",{"zh":378,"en":379},"Berry AI 運用電腦視覺與 AI 技術，協助美國速食（QSR）業者分析得來速服務流程、改善營運效率。我們的產品在全美門市即時運作，從攝影機影像中偵測車輛動線、計時服務流程，並產出營運洞察，工程團隊每天面對的是真實世界、大規模的 Vision AI 挑戰。\nBerry AI 的客戶包含多間全球前十大連鎖速食品牌。繼 2025 年與 Zaxby's 簽署近千家門市的全品牌導入合約後，2026 年我們再與美國知名品牌 Culver's 展開全品牌部署，業務持續快速成長。Berry 亦獲得台灣上市公司飛捷科技的投資（全球前三大 POS 製造商之一），擁有穩定的資源與客戶基礎。\n我們的團隊位於台灣，成員來自海內外知名學府與大型科技公司，工程師能直接參與美國市場產品的核心開發。隨著業務成長，我們也在持續徵才，歡迎造訪 berry-ai.com 了解更多。","Berry AI leverages computer vision and AI to help U.S. quick-service restaurant (QSR) operators analyze drive-thru workflows and improve operational efficiency. Our products run in real time at restaurants across the U.S.—detecting vehicle journeys from camera feeds, timing service stages, and generating operational insights. For our engineers, that means working on real-world, large-scale Vision AI challenges every day.\nBerry AI serves several of the world's top ten fast-food chains. Following our 2025 full-brand agreement with Zaxby's covering nearly 1,000 locations, we kicked off another full-brand deployment with Culver's in 2026, and our business continues to grow rapidly. We are backed by Flytech Technology, a publicly listed Taiwanese company and one of the world's top three POS manufacturers.\nOur team is based in Taiwan, with members from top universities and major tech companies worldwide—engineers here directly contribute to the core of products deployed in the U.S. market. As we grow, we're also hiring; visit berry-ai.com to learn more.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=19MMkcQMO3m6qMBD8KvHSEVIeFdY44WHU",{"id":382,"level":254,"link":383,"publish":219,"reward_type":243,"reward_data":244,"name":384,"intro":385,"image":388},"Nitra","https:\u002F\u002Fnitra.com\u002Fcareers",{"zh":382,"en":382},{"zh":386,"en":387}," \"The financial home for independent medicine.\" Nitra 是專為美國醫療院所打造的 AI-native 財務平台，讓每間獨立診所都能少花時間處理繁瑣行政、多花時間照顧病患。\n\n\nNitra 整合財務管理、醫療採購與病患行政系統，建立能自動化支付、採購、庫存管理、預約排程、保險資格驗證與病患溝通等核心流程。成立至今，Nitra 已完成 1.87 億美元（約新台幣 59.8 億元）募資，年化交易額突破 10 億美元，是美國醫療科技領域成長最快的新創之一。\n\n\nNitra 從創立初期便將產品研發重心設於台灣，目前 Nitra Taiwan 主導公司絕大部分的產品開發工作，團隊規模在過去半年成長超過一倍，成員涵蓋軟體工程師、設計師與產品經理，並持續快速擴編中。","\"The financial home for independent medicine.\" Nitra is the AI-native financial platform built for U.S. healthcare specialty practices — helping every independent practice spend less time on paperwork and more time on patients.\n\n\nThe platform brings together financial management, a medical supplies marketplace, and patient administration — automating payments, procurement, inventory management, scheduling, insurance eligibility verification, and patient communication. Nitra has raised $187M in funding and surpassed $1B in processing volume, making it one of the fastest-growing healthcare fintech startups in the U.S.\n\n\nFrom its earliest days, Nitra chose to build its core R&D team in Taiwan. Today, Nitra Taiwan leads the majority of the company's product development, with the local team more than doubling in size over the past six months — spanning software engineers, designers, and product managers — and continuing to expand.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1SPHLtEBEX9ap_snb8Rm2SwjIVGlR52gq",{"id":390,"level":265,"link":391,"publish":219,"reward_type":243,"reward_data":244,"name":392,"intro":395,"image":398},"源鋼技術顧問有限公司","https:\u002F\u002Fsunsquare.tech\u002F",{"zh":393,"en":394},"源鋼技術顧問有限公司 SUN SQUARE Co., Ltd","SUN SQUARE Co., Ltd",{"zh":396,"en":397},"源鋼技術顧問有限公司 Sun Square Co., Ltd. 專注於資安、技術顧問與產業標準導入服務，協助企業強化產品安全、系統安全、軟體供應鏈安全與合規實作能力。\n\n我們長期關注開源治理、SBOM、開源供應鏈安全、工控系統資安與產業標準實作，也持續參與並貢獻開源社群與相關技術實務。我們相信開放技術與工程實務是建立可信賴數位環境的重要基礎。\n\n源鋼歡迎對開源軟體、安全工程、SBOM、供應鏈安全與工控資安有興趣的開發者、研究者與技術夥伴，一起交流與合作。","Sun Square Co., Ltd. provides cybersecurity, technical consulting, and industry standard implementation services to help organizations strengthen product security, system security, software supply chain security, and practical compliance capabilities.\n\nWe have long followed open source governance, SBOM, open source supply chain security, industrial cybersecurity, and practical implementation of industry standards. We also continue to participate in and contribute to open source communities and related engineering practices. We believe open technologies and engineering practices are important foundations for building a trustworthy digital environment.\n\nSun Square welcomes developers, researchers, and technology partners interested in open source, security engineering, SBOM, supply chain security, and industrial cybersecurity to connect, exchange ideas, and collaborate with us.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1ozuvt4cNMXQCQqD5VY4EyMdQSbwVuDAL",{"id":400,"level":217,"link":401,"publish":219,"reward_type":243,"reward_data":244,"name":402,"intro":404,"image":407},"Rozeta","https:\u002F\u002Frozeta.app",{"zh":403,"en":403},"Rozeta AI",{"zh":405,"en":406},"Rozeta AI 是專為全球化溝通打造的即時翻譯平台，提供精準的語音轉文字、雙向翻譯與即時字幕，協助不同語言的參與者同步理解會議內容，並使用自己最熟悉的語言自在交流。\n不同於一般逐字翻譯工具，Rozeta AI 能根據會議主題、產業背景及企業自訂詞彙掌握溝通情境，提升專業術語、產品名稱與特定用語的翻譯準確度。無論是跨國團隊協作、客戶會議、教育訓練、線上研討會、國際論壇或大型活動，都能提供流暢且一致的多語溝通體驗。\n使用者透過電腦、平板或手機瀏覽器即可加入，無需下載或安裝 App，便能即時查看共享逐字稿與翻譯內容。平台亦支援簡報浮動字幕、講者辨識、會議逐字稿與 AI 摘要，協助團隊從即時溝通延伸至有系統的會後整理與追蹤。\nRozeta AI 提供 40 種語言的低延遲即時翻譯，協助企業跨越語言隔閡，提升國際協作效率，讓每位參與者都能充分理解、清楚表達並真正投入對話。","Rozeta AI is a real-time translation platform designed for global communication. It delivers accurate speech-to-text transcription, bidirectional translation, and live captions, enabling participants who speak different languages to follow meetings in real time and communicate confidently in the language they know best.\n\nUnlike conventional word-for-word translation tools, Rozeta AI understands the context of each conversation by incorporating meeting topics, industry knowledge, and organization-specific terminology. This improves the accuracy of technical terms, product names, and specialized language. Whether used for global team collaboration, client meetings, training sessions, webinars, international forums, or large-scale events, Rozeta AI provides a seamless and consistent multilingual communication experience.\n\nParticipants can join through a web browser on a computer, tablet, or mobile device without downloading or installing an app. They can instantly access shared live transcripts and translations, while additional features such as floating captions for presentations, speaker identification, meeting transcripts, and AI-generated summaries support structured post-meeting review and follow-up.\n\nWith low-latency, real-time translation across 40 languages, Rozeta AI helps organizations overcome language barriers, improve global collaboration, and empower every participant to understand fully, communicate clearly, and engage meaningfully in every conversation.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1EgrBD5uRahGcIBjIl7CC0off_2uWcxhq",{"id":409,"level":410,"link":411,"publish":219,"reward_type":412,"reward_data":364,"name":413,"intro":416,"image":419},"ocf","co-organizer","https:\u002F\u002Focf.tw\u002F","累計合作",{"zh":414,"en":415},"開放文化基金會","Open Culture Foundation",{"zh":417,"en":418},"開放文化基金會（Open Culture Foundation，簡稱 OCF）是一個非營利性的組織。透過推廣開放科技和跨界合作，在台灣持續的銜繫科技社群與其他公／私領域，來促成開放共創保障數位人權、支持透明涵融的數位公民社會。\n\n自 2014 年創立以來，我們以法人做為組織形式，支持台灣 30 多個開放科技社群，在過程中，不僅是持續性的推廣開放科技概念，我們也開始參與政策倡議，為眾人的數位人權發聲，進而創建了一個在台灣發展開放科技的基地。這些成果並非由開放文化基金會獨立實現，而是透過科技社群和公民夥伴一起促使台灣的數位\u002F網路環境變得更加公開、透明和公眾參與 — 不論這樣的參與是以個人、社群或是組織為名義。","(The) Open Culture Foundation is a non-profit organization. Through promoting open technology and cross-field collaboration, we continue to connect tech communities and other public and private entities in Taiwan. By doing so, we work to promote open co-creation and protect digital rights, and thereby support a more transparent and inclusive digital civil society.\nSince 2014, we have functioned as a legal entity and supported over 30 open technology communities in Taiwan. Throughout this process, we have not only continued to promote the idea of open technology, we have also become involved in policy advocacy and spoken up for the public's digital rights. Through this process, we have created a base for the development of open technology in Taiwan. None of these successes are the result of OCF alone. Rather, they are the result of several open tech communities, individuals and organizations working together to make Taiwan's internet and digital environment more open, transparent, and participation.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1hWBw5glA7cS53GFdRsCDU5YMdvAtfKar",{"id":421,"level":422,"link":423,"publish":219,"reward_type":412,"reward_data":424,"name":425,"intro":428,"image":431},"ntust","co-host","https:\u002F\u002Fece.ntust.edu.tw\u002F",9,{"zh":426,"en":427},"臺灣科技大學 電子工程系","NTUST - Department of Electronic and Computer Engineering ",{"zh":429,"en":430},"本校定位為「國際化應用研究型大學」，配合學校發展主軸，本系發展目標為培育優秀高科技人才，扮演銜接基礎科學與產業應用的橋樑。本系配合國家科技政策的長遠發展與國際化趨勢，重視實務能力，培育理論與實務兼具，專業與倫理並重，具國際視野及創新能力的電子科技人才，使其具備AI 資訊、電力電子與半導體、通訊及光電元件與系統之其一或斜槓專業 。使學生從事製作、維護及測試能力。並以專題研究及產學合作計畫，培養學生實務能力，協助企業發展。與國內教研單位及國際知名學研機構密切合作，提升研發能量，發展科技大學特色，提昇我國產業的全球競爭力。","Our university is recognized as an application-oriented research-type international university. In line with this university axis, our department's development goal is to educate high-tech personnel and supply delicate application technology. With this, our department will play a role of connecting basic technology and industrial application. As part of our government's technology policy and the internationalization of education, we will continue to emphasize practical application in our department. With a “combination of theory and application” and “balance on IQ and EQ,” electronic specialists with “international view and creation capability” will be trained in our department. These engineers will be able to design, manufacture, maintain, and test the systems and elements in electronics, information communication, and photo-electronics. With the “professional topics for undergraduate students,” “cooperation projects from the industry,” and “the enforcement of the manufacturing ability of students,” our professors will help the industry to develop their required technologies. We will be able to boost the energy of our research ability, develop our specialization, and lift our industry's global competitiveness through cooperation with neighboring educational and research institutions.","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1v9FGN3h1BJyBhxeqKlOcpYafQsw8QKNv",[433,438,442,446,449,452,455,459,463,468],{"id":434,"imageVertical":435,"imageHorizontal":436,"link":437,"weight":221},"QNAP-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1-HQ9oQMOngtqM3yL-1DBHRhzWbuyxgfE&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1aVhw014dwVLuxbNadE314lnl992FcjS_&&sz=w4000","https:\u002F\u002Fwww.qnap.com\u002Fgo\u002Fsolution\u002Fvirtualization",{"id":439,"imageVertical":440,"imageHorizontal":441,"link":285,"weight":374},"Cathay-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=10ndsUHILq9m_boaoilHTERyTXCsCBlSX&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=11_VlhFrCYcNOHML4z0jm6AmyL7MxNTfl&&sz=w4000",{"id":443,"imageVertical":444,"imageHorizontal":445,"link":322,"weight":374},"esunbank-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1aNURMNN83oIZHAtBzm2rUZODKVBO29dt&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=17OA0eu-N510ePhhDuiSuBV_4mdlU5gfi&&sz=w4000",{"id":16,"imageVertical":447,"imageHorizontal":448,"link":363,"weight":374},"https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1_NsnJt2O238fO_dLl19RR4SNbyRErIJY&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1Q989E0GWazdVSPcGvZLMYzsNSh4cV2-g&&sz=w4000",{"id":16,"imageVertical":450,"imageHorizontal":451,"link":373,"weight":374},"https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1d4-1ZBMs6GqYcYytlYrSVZhs8Jgye5l3&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1Ea4CNZ-14siicP3xYm78l3AF41iAb9Om&&sz=w4000",{"id":16,"imageVertical":453,"imageHorizontal":454,"link":383,"weight":374},"https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1A9Q35aOO4LDtI1-MVbIlLoGBmWn2VwZg&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=13Oz8Eq6MXXspGEqwi5QGbwYyDNeU1idK&&sz=w4000",{"id":456,"imageVertical":457,"imageHorizontal":458,"link":266,"weight":221},"kktix-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=11md6cNzKBG-OF_e_9G5ZCLujoyck96as&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1ec5tuBMqbKDfPakOPWZF93Q55JI7DOOl&&sz=w4000",{"id":460,"imageVertical":461,"imageHorizontal":462,"link":333,"weight":232},"gamesofa-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1HkRfiNOhKrH2zTaOHjTkDnAmoDPqV5_c&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1IVAroDzzryU5AIY4qMMVztg4hu-FXaIM&&sz=w4000",{"id":464,"imageVertical":465,"imageHorizontal":466,"link":467,"weight":221},"onlyoffice-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1H7dguSsKUH9aS9vxK-RhI519LEQjaak-&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1IchePy7nwLT4TXnLYLf8o6HS4TKOOjFd&&sz=w4000","https:\u002F\u002Fwww.onlyoffice.com\u002F",{"id":469,"imageVertical":470,"imageHorizontal":471,"link":391,"weight":221},"SUN-SQUARE-news","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=19TU_W9JBLzrRYVSQPG4cbbckhWLy0JaS&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1-2rlsJngO4Qiu0SElyXhMYmsjmGokHu_&&sz=w4000",{"data":473,"body":474},{},{"type":475,"children":476},"root",[477],{"type":478,"tag":479,"props":480,"children":481},"element","p",{},[482],{"type":483,"value":8},"text",1785599799471]