[{"data":1,"prerenderedAt":508},["ShallowReactive",2],{"$fd1G74K7xXGNHGcLFTR_0DQNQ1ZnGRaEAsDlODC9CWfI":3,"$fwuenr1OZcDw8TjcC-BzsU1lhSGBFolBhwdGCSmwMXKw":245,"$fVqO0k1BAadQrWkzSdzKIzB9FEw46o3cTAskVE807S0o":439,"mdc-44uaff-key":480},{"id":4,"name":5,"description":8,"sessions":10,"colors":243},535,{"en":6,"zh-hant":7},"Let's Read the Source Code","帶您讀源碼",{"en":9,"zh-hant":9},"原始碼是軟體的核心，藉由閱讀原始碼，我們可以更靠近軟體的靈魂。\r\n\r\n「帶您讀源碼」議程軌旨在幫助參與者深入了解開源專案的實作方式，包括各種程式庫、框架和工具等。您將有機會學習開源專案的流程運作、架構組成、迭代歷程、運作原理、關鍵程式碼、關鍵演算法等方面的知識。同時，您還可以了解相關輔助工具的介紹和使用技巧。\r\n\r\n在這個議程軌中，您可以聽到開發者們分享他們對程式碼的理解和經驗，看到他們追蹤和分析的過程。他們會與您分享程式碼中的精華部分，解釋如何運作，以及如何改進。\r\n\r\n「帶您讀源碼」將帶您進入原始碼的世界，深入挖掘軟體背後的原理，讓您更加了解程式設計的本質。",{"2026-08-09":11},[12,40,61,84,108,131,154,176,198,221],{"id":13,"room":14,"start":17,"end":18,"language":19,"track":20,"speakers":22,"zh":30,"en":34,"tags":37,"uri":39},"7TEGJH",{"en":15,"zh-hant":16},"TR409-2","","2026-08-09T14:10:00+08:00","2026-08-09T14:40:00+08:00","Mandarin",{"id":4,"name":21},{"en":6,"zh-hant":7},[23],{"id":24,"avatar":25,"zh":26,"en":29},"EPWFM8","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FEPWFM8_pp4DUJZ.jpg",{"name":27,"bio":28},"Dong","自稱雜學系工程師。\r\n名片上寫 iOS 工程師，技能樹卻點滿了 React 和 Vue。\r\n有時候會忍不住手癢，跑去寫點 Go 和 Rust。\r\n希望用自己的產品，為這個世界添一點新鮮感。",{"name":27,"bio":28},{"title":31,"describe":32,"type":33},"帶上你的 Coding Agent，我們現場替 Zed Editor 送一個 PR 吧","打開大型開源專案，面對一整個陌生的 repository、龐雜的程式碼與交錯複雜的 dependency，熱情往往瞬間冷掉。\r\n\r\n這場演講中，我會帶著 Coding Agent 走進 Zed Editor 的 codebase，從零開始理解問題、追查 bug、梳理脈絡、提出修改，並在台上一路推進到送出 Pull Request。整個過程不只呈現成功片段，而是盡可能還原真實開發現場：如何探索陌生專案、如何與 AI 一起釐清線索、如何判斷它的推論是否可靠，以及當它失誤時，如何把方向重新拉回來。\r\n\r\n如果你曾想貢獻開源卻不知道從哪裡開始，或你也好奇 AI Coding 工具在真實、混亂、不可預期的工程情境中究竟能幫上多少忙，這場演講會給你一個沒有濾鏡的答案，以及一套可以立刻帶回去實踐的方法。","Talk",{"title":35,"describe":36,"type":33},"Bring Your Coding Agent: Let’s Live Submit a PR to Zed Editor","Opening a large open source project can be intimidating: an unfamiliar repository, thousands of lines of code, and a web of dependencies are often enough to drain away the initial excitement.\r\n\r\nIn this session, I will bring a Coding Agent into the Zed Editor codebase and show, from scratch, how to understand the problem, investigate a bug, trace the surrounding logic, propose a fix, and work all the way toward submitting a Pull Request live on stage. Rather than showing only polished success cases, I will present the process as it actually happens: how to explore an unfamiliar project, how to collaborate with AI to narrow down clues, how to judge whether its reasoning is trustworthy, and how to steer it back when it goes off track.\r\n\r\nIf you have ever wanted to contribute to open source but did not know where to start, or if you are curious about how AI coding tools perform in real, messy, and unpredictable engineering environments, this talk will offer an unfiltered look at the process and a practical workflow you can take home and apply immediately.",[38,19],"Elementary","https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002F7TEGJH",{"id":41,"room":42,"start":43,"end":44,"language":19,"track":45,"speakers":47,"zh":55,"en":58,"tags":59,"uri":60},"ANSNYB",{"en":15,"zh-hant":16},"2026-08-09T12:50:00+08:00","2026-08-09T13:20:00+08:00",{"id":4,"name":46},{"en":6,"zh-hant":7},[48],{"id":49,"avatar":50,"zh":51,"en":54},"AYFDBQ","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FAYFDBQ_XY9UZgE.webp",{"name":52,"bio":53},"Michael Yuan","Dr. Michael Yuan is a maintainer of the WasmEdge project and a co-founder of Second State. He is the author of 5 books on software engineering published by Addison-Wesley, Prentice-Hall, and O'Reilly. Michael is a long- time open-source developer and contributor. He had previously spoken in many industry conferences including Open Source Summit, RustLab Conference, KubeCon, KCD, Qcon and many more.",{"name":52,"bio":53},{"title":56,"describe":57,"type":33},"Open-Source AI Infrastructure That People Can Actually Run: Lessons from Building a Local Sovereign Cloud","Open-source projects often succeed on innovation but fail on operability: installation, upgrades, permissions, observability, and support. In this talk, we’ll walk through what it takes to turn an open-source AI infrastructure project into a system real users can run safely on their own hardware.\r\n\r\nUsing the open source AI OS Olares as the case study, we’ll cover packaging, app lifecycle, GPU support, private data access, and remote access for a local sovereign cloud. We’ll also discuss what breaks when a project moves from developer excitement to actual everyday usage, and how to design the system so contributors and users can both succeed.\r\n\r\n\r\nAttendees will leave with a clearer mental model for how to package open-source infrastructure in a way that is both technically sound and community-friendly.",{"title":56,"describe":57,"type":33},[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FANSNYB",{"id":62,"room":63,"start":64,"end":65,"language":19,"track":66,"speakers":68,"zh":76,"en":79,"tags":82,"uri":83},"DRAXDG",{"en":15,"zh-hant":16},"2026-08-09T12:10:00+08:00","2026-08-09T12:40:00+08:00",{"id":4,"name":67},{"en":6,"zh-hant":7},[69],{"id":70,"avatar":71,"zh":72,"en":75},"YRUXTJ","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FYRUXTJ_A8A7tYP.webp",{"name":73,"bio":74},"曾偉誠","CCU OS Lab",{"name":73,"bio":74},{"title":77,"describe":78,"type":33},"分層剖析 Linux 核心如何觀測頁面存取並推論 Working Set","隨著 AI、雲端服務與大型應用持續推升記憶體需求，記憶體使用已不只是容量問題，也直接影響系統成本與執行效能。從個人電腦與行動裝置，到瀏覽器與 Electron 應用等日常軟體，「程式佔用大量記憶體」已成為使用者與開發者經常面對的問題。\r\n\r\n然而，當我們在 Linux 上分析程式的記憶體使用時，通常會先觀察 RSS 或 PSS 等指標。這些指標可以描述程式目前駐留於實體記憶體的容量，卻難以回答「哪些資料仍屬於程式實際需要的 working set？」同時，在 Linux 核心中，page hotness 並沒有單一且通用的定義，而是核心根據 page access、aging、reclaim 與 refault 等訊號所做出的近似判斷。\r\n\r\n因此本議程將透過可重現的實驗與核心追蹤，回到 Linux 的 Idle Page Tracking 和 `mm\u002Fworkingset.c` 及其 MGLRU refault 路徑的關鍵實作，剖析核心如何觀察頁面存取、辨識頁面回收後的 refault，並將這些訊號轉化為 working set 推論與 reclaim 回饋。",{"title":80,"describe":81,"type":33},"How the Linux Kernel Observes Page Accesses and Infers the Working Set","As AI, cloud services, and large-scale applications continue to drive up memory demand, memory usage is no longer merely a capacity concern—it also directly affects system cost and runtime performance. From personal computers and mobile devices to everyday software such as web browsers and Electron applications, excessive memory consumption has become a common concern for both users and developers.\r\n\r\nWhen analyzing a program’s memory usage on Linux, we often begin with metrics such as RSS and PSS. These metrics describe how much of a process’s memory is currently resident in physical memory, but they provide limited insight into which data still belongs to the program’s actual working set. Meanwhile, page hotness has no single, universal definition within the Linux kernel. Instead, the kernel approximates it using signals such as page accesses, aging, reclaim, and refaults.\r\n\r\nThrough reproducible experiments and kernel tracing, this talk examines the key implementations of Linux Idle Page Tracking, `mm\u002Fworkingset.c`, and its MGLRU refault path. We will explore how the kernel observes page accesses, identifies refaults, and turns these signals into working-set inference and reclaim feedback.",[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FDRAXDG",{"id":85,"room":86,"start":87,"end":88,"language":19,"track":89,"speakers":91,"zh":99,"en":102,"tags":105,"uri":107},"GTQ3WH",{"en":15,"zh-hant":16},"2026-08-09T09:30:00+08:00","2026-08-09T10:00:00+08:00",{"id":4,"name":90},{"en":6,"zh-hant":7},[92],{"id":93,"avatar":94,"zh":95,"en":98},"PEGEJN","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002F29%E6%AD%B2%E5%A5%B3%E7%94%9FFB%E9%80%A3%E7%B5%90%E5%9C%96_rcupdt3.jpg",{"name":96,"bio":97},"TZU","FB:29歲女生學程式的小編",{"name":96,"bio":97},{"title":100,"describe":101,"type":33},"Laravel 實戰：用 hash 比對實作以圖搜圖","本議程將以 Laravel 實戰方式，示範如何用「圖片雜湊（image hash）比對」實作以圖搜圖功能。內容包含：在 Laravel 中處理圖片上傳與儲存、使用感知雜湊（aHash \u002F pHash）計算圖片特徵、將 hash 值存入資料庫，以及透過漢明距離比對找出相似圖片。最後會說明這種做法的優缺點，以及如何擴展成更完整的以圖搜圖系統，適合熟悉 Laravel 的 PHP 開發者學習實務應用。",{"title":103,"describe":104,"type":33},"Laravel in Practice: Implementing Image‑by‑Image Search with Hash Comparison","This session will demonstrate, in a hands‑on Laravel style, how to implement image‑by‑image search using “image hash comparison.” The content covers handling image upload and storage in Laravel, using perceptual hashing (aHash \u002F pHash) to compute image features, storing hash values in the database, and finding similar images by calculating Hamming distance. The talk will also discuss the advantages and limitations of this approach, and how it can be extended into a more complete image‑search system, making it suitable for PHP developers familiar with Laravel who want to learn practical real‑world usage.",[106,19],"Intermediate","https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FGTQ3WH",{"id":109,"room":110,"start":111,"end":112,"language":19,"track":113,"speakers":115,"zh":123,"en":126,"tags":129,"uri":130},"KM8X9S",{"en":15,"zh-hant":16},"2026-08-09T15:30:00+08:00","2026-08-09T16:00:00+08:00",{"id":4,"name":114},{"en":6,"zh-hant":7},[116],{"id":117,"avatar":118,"zh":119,"en":122},"TPJARR","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FTPJARR_uYsrRcN.png",{"name":120,"bio":121},"吳承翰 (吳他)","- 喜愛系統程式\r\n- 喜歡教學與寫作",{"name":120,"bio":121},{"title":124,"describe":125,"type":33},"開始貢獻 Linux Kernel 的第一步，關於申請 Linux Kernel Mentorship Program 經驗談","The Linux Foundation: The Linux Kernel Mentorship Program (以下簡稱 LKMP) 為 The Linux Foundation 主辦的實習計畫，目標是引導對 Linux Kernel 有興趣的開發者開始參與 Linux Kernel 開發與社群貢獻。\r\n\r\n在本場議程中將會詳細介紹 LKMP 實習制度，如何進行申請，歷年來申請的錄取率等等資訊，最後簡單介紹我在 LKMP 計畫中所獲得到的幫助。\r\n\r\n希望對於 LKMP 實習或是對 Linux Kernel 有興趣的聽眾在聽完本場議程之後，能夠獲得關於 LKMP 的詳細資訊，以及了解如何進行準備。最後成功參與 LKMP，逐步加入到 Linux Kernel 社群中。",{"title":127,"describe":128,"type":33},"Taking the First Step Into the Linux Kernel World: My Experience Applying to the Linux Kernel Mentorship Program","The Linux Foundation’s Linux Kernel Mentorship Program, hereafter referred to as LKMP, is an internship program organized by The Linux Foundation. The program is designed to help developers who are interested in the Linux kernel take their first steps into kernel development and open-source community contribution.\r\n\r\nIn this talk, I will introduce the LKMP program in detail, including how the internship is structured, how to apply, what applicants need to prepare, and what the historical acceptance rates look like. I will also briefly share my own experience in the program and the support I received through LKMP.\r\n\r\nThis session is intended for people who are interested in applying to LKMP or getting started with Linux kernel development. By the end of the talk, attendees should have a clearer understanding of what LKMP is, how to prepare for it, and how the program can serve as a practical entry point into the Linux kernel community.",[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FKM8X9S",{"id":132,"room":133,"start":134,"end":135,"language":19,"track":136,"speakers":138,"zh":146,"en":149,"tags":152,"uri":153},"M8WTHA",{"en":15,"zh-hant":16},"2026-08-09T14:50:00+08:00","2026-08-09T15:20:00+08:00",{"id":4,"name":137},{"en":6,"zh-hant":7},[139],{"id":140,"avatar":141,"zh":142,"en":145},"R93ZZL","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002F1701582660980_qR5bQ1z.jpeg",{"name":143,"bio":144},"voidful","大家好，我是 Eric Lam，一名專注於人工智慧研究與模型開發的博士生，也熱衷在 GitHub 上做開源貢獻。",{"name":143,"bio":144},{"title":147,"describe":148,"type":33},"透過ClaudeCode，Gemini Cli，Codex來瞭解harness","當我們使用 Claude Code、Gemini CLI 或 OpenAI Codex 這類終端 AI 編碼代理時，表面上只是「打幾個字，模型就幫你改 code」。但背後真正讓這一切運作的，是一個被稱為 Harness 的執行框架——它負責組裝 prompt、調度工具呼叫、管控檔案權限、維護對話歷史，並在人類與 LLM 之間建立信任邊界。\r\n\r\n本演講以實際動手拆解三大主流 coding agent 為主軸。首先，我們從 Gemini CLI 的 REPL 互動、SSE 串流與 MCP 整合出發，理解 harness 如何管理「模型說話 → 工具執行 → 結果回傳」的 Agent Loop；接著透過 OpenAI Codex 的 sandbox 分級與 permission 模型，看 harness 怎麼在「全自動」與「人工確認」之間劃線；最後藉由 Claude Code 的 trust 邊界、session 分支與 skill 系統，探討 harness 如何讓 agent 在跨 session 保持記憶、依指令自我約束。\r\n\r\n為了從閱讀進化到實作，講者將這三套系統的核心設計提煉成一個 Rust 原生專案 GemiClawDex——以不到 5,000 行程式碼，重現 Agent Loop、8 個內建工具、多供應商切換、四級 sandbox、三級 permission prompt、coordinator 多代理協調，以及 MEMORY.md 持久化記憶等關鍵機制。透過這個「從零重寫」的過程，聽眾將能具體理解 harness 的五個核心層：指令載入、prompt 組裝、工具註冊、信任決策、session 持久化，並帶走一份可直接 cargo build 的參考實作。\r\n\r\n無論你是想理解 AI coding agent 為什麼能改你的 code 又不會搞爆你的 repo，還是想自己打造一個，這場演講都能給你一張清晰的架構地圖。",{"title":150,"describe":151,"type":33},"Understanding the Harness Through Claude Code, Gemini CLI, and Codex","When we use terminal AI coding agents like Claude Code, Gemini CLI, or OpenAI Codex, it feels like magic — type a few words and the model rewrites your code. But what actually makes this work is an execution framework known as the Harness — responsible for assembling prompts, orchestrating tool calls, enforcing file permissions, maintaining conversation history, and establishing trust boundaries between humans and LLMs.\r\n\r\nThis talk takes a hands-on approach to dissecting three major coding agents. We start with Gemini CLI's REPL interaction, SSE streaming, and MCP integration to understand how the harness manages the \"model speaks → tool executes → result returns\" Agent Loop. Next, through OpenAI Codex's sandbox tiers and permission model, we examine how the harness draws the line between \"full-auto\" and \"human-in-the-loop.\" Finally, via Claude Code's trust boundaries, session branching, and skill system, we explore how the harness enables agents to retain memory across sessions and self-constrain based on instructions.\r\n\r\nTo move from reading to building, the speaker distilled the core designs of all three systems into a Rust-native project called GemiClawDex — reproducing the Agent Loop, 8 built-in tools, multi-provider switching, four-tier sandbox, three-level permission prompts, coordinator-based multi-agent orchestration, and MEMORY.md persistent memory in under 5,000 lines of code. Through this \"rewrite from scratch\" journey, the audience will gain a concrete understanding of the five core layers of a harness: instruction loading, prompt assembly, tool registration, trust decisions, and session persistence — and walk away with a reference implementation they can cargo build on the spot.\r\n\r\nWhether you want to understand why an AI coding agent can modify your code without blowing up your repo, or you want to build one yourself, this talk will give you a clear architectural map.",[106,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FM8WTHA",{"id":155,"room":156,"start":157,"end":158,"language":19,"track":159,"speakers":161,"zh":169,"en":172,"tags":173,"uri":175},"QNHYZ9",{"en":15,"zh-hant":16},"2026-08-09T10:10:00+08:00","2026-08-09T10:40:00+08:00",{"id":4,"name":160},{"en":6,"zh-hant":7},[162],{"id":163,"avatar":164,"zh":165,"en":168},"RR3SMW","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FRR3SMW_kHqEhx6.png",{"name":166,"bio":167},"Homun Mage","Senior AI Engineer (Infotech). Loving Svelte and FastAPI.\r\n\r\n▶ 🐱 github: [homunmage](https:\u002F\u002Fgithub.com\u002Fhomunmage)\r\n▶ 📧 mail: homunmage@gmail.com\r\n▶ 🌍 telegram: posetmage\r\n▶ 💬 line: posetmage",{"name":166,"bio":167},{"title":170,"describe":171,"type":33},"(Compiler) Homun-lang: A Rust-Based Scripting Language for AI-Native Developing","Ever dreamed of creating your own programming language? This talk walks through the real journey — from building a Mermaid-to-ASCII compiler as a warm-up, to designing   Homun, a language that transpiles to Rust. You'll learn the compiler pipeline (tokenizer → parser → AST → codegen), why transpiling beats writing a full compiler, and the hard design lessons: auto-detection traps, syntax iteration pain, and why hemi-self-hosting keeps things sane. Practical takeaways for anyone curious about language design in the AI era.",{"title":170,"describe":171,"type":33},[174,19],"Advanced","https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FQNHYZ9",{"id":177,"room":178,"start":179,"end":180,"language":181,"track":182,"speakers":184,"zh":192,"en":195,"tags":196,"uri":197},"RDNPEW",{"en":15,"zh-hant":16},"2026-08-09T11:30:00+08:00","2026-08-09T12:00:00+08:00","English",{"id":4,"name":183},{"en":6,"zh-hant":7},[185],{"id":186,"avatar":187,"zh":188,"en":191},"LEZHVZ","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FLEZHVZ_J9QwWqN.webp",{"name":189,"bio":190},"Boen","A software engineer interested in anything Turing-complete.",{"name":189,"bio":190},{"title":193,"describe":194,"type":33},"UXN - A Computer at Human Scale","[UXN](https:\u002F\u002F100r.co\u002Fsite\u002Fuxn.html) is a stack-based virtual machine designed by the [Hundred Rabbits](https:\u002F\u002F100r.co\u002Fsite\u002Fabout.html). It's small enough to fit in [a single C source file](https:\u002F\u002Fwiki.xxiivv.com\u002Fetc\u002Fuxnmin.c.txt), and simple enough to be ported across a wide range of platforms, including GBA, Nintendo DS, DOS, PlayStation Vita, Raspberry Pi, and many more.\r\n\r\nUXN is minimal but not limited. Paired with the [Varvara](https:\u002F\u002Fwiki.xxiivv.com\u002Fsite\u002Fvarvara.html) devices, it can support games, drawing tools, editors, and even [a graphical operating system](https:\u002F\u002Fwiki.xxiivv.com\u002Fsite\u002Fpotato.html?utm_source=chatgpt.com).\r\n\r\nUXN is simple and hackable, which makes it a useful way to learn the fundamentals of virtual machine design. This session will walk through the [specification](https:\u002F\u002Fwiki.xxiivv.com\u002Fsite\u002Fuxntal.html?utm_source=chatgpt.com), including opcodes, memory layout, and device I\u002FO, and then examine the reference implementation, [uxn2](https:\u002F\u002Fgit.sr.ht\u002F~rabbits\u002Fuxn2).",{"title":193,"describe":194,"type":33},[38,181],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FRDNPEW",{"id":199,"room":200,"start":201,"end":202,"language":19,"track":203,"speakers":205,"zh":213,"en":216,"tags":219,"uri":220},"TZTE7B",{"en":15,"zh-hant":16},"2026-08-09T13:30:00+08:00","2026-08-09T14:00:00+08:00",{"id":4,"name":204},{"en":6,"zh-hant":7},[206],{"id":207,"avatar":208,"zh":209,"en":212},"DYXRA7","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002FDYXRA7_t4c9Ohi.webp",{"name":210,"bio":211},"ArBin","一個研究生",{"name":210,"bio":211},{"title":214,"describe":215,"type":33},"從 Page Reclaim 看 User-space Semantic Gap","在現代系統環境中，單一 Linux 主機常同時執行資料庫、VM、Container 與 Batch Job 等多種 Workload。然而，Kernel 在進行 Page Reclaim 時缺乏應用層語意，僅能依賴 Accessed bit、Refault 與 Page Type 等低階訊號推測資料冷熱，導致難以針對特定 Workload 做出最佳化決策。\r\n\r\n本議程將從 Linux reclaim path 與原始碼演進出發，探討 Active\u002FInactive LRU 與 Multi-Gen LRU（MGLRU）如何透過啟發式演算法推測 Page Hotness，以及這類設計在現代 Workload 下的限制。接著，將整理 madvise、posix_fadvise 與 userfaultfd 等機制，說明 Linux 如何讓 User-space 從單純提供 Hint，逐步走向參與記憶體決策路徑。\r\n\r\n最後將介紹近期 Linux 社群如何透過 eBPF 與 BPF-based memory policy patchset，嘗試將部分 Memory Management Decision 外部化，使記憶體管理從固定啟發式演算法，逐步走向可程式化決策框架，讓 Workload 語意能實際影響 Kernel 記憶體決策。",{"title":217,"describe":218,"type":33},"Examining the User-space Semantic Gap from Page Reclaim","In modern system environments, a single Linux host frequently executes diverse workloads concurrently, including databases, virtual machines (VMs), containers, and batch jobs. However, during Page Reclaim, the kernel lacks application-layer semantics and must rely exclusively on low-level signals—such as the Accessed bit, Refault, and Page Type—to infer data hotness. Consequently, achieving optimal memory management decisions for specific workloads remains challenging.\r\n\r\nThis session will begin by examining the Linux reclaim path and the evolution of its source code. It will explore how the Active\u002FInactive LRU and Multi-Gen LRU (MGLRU) utilize heuristic algorithms to infer page hotness, alongside the limitations inherent to these designs under modern workloads. Subsequently, the session will review mechanisms such as madvise, posix_fadvise, and userfaultfd, illustrating how Linux enables User-space to transition from merely providing hints to actively participating in the memory decision-making path.\r\n\r\nFinally, the session will introduce recent efforts by the Linux community to externalize specific memory management decisions using eBPF and BPF-based memory policy patchsets. This demonstrates a paradigm shift in memory management, moving from fixed heuristic algorithms toward a programmable decision framework, thereby allowing workload semantics to directly influence kernel memory decisions.",[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FTZTE7B",{"id":222,"room":223,"start":224,"end":225,"language":19,"track":226,"speakers":228,"zh":236,"en":239,"tags":241,"uri":242},"WDF9UG",{"en":15,"zh-hant":16},"2026-08-09T10:50:00+08:00","2026-08-09T11:20:00+08:00",{"id":4,"name":227},{"en":6,"zh-hant":7},[229],{"id":230,"avatar":231,"zh":232,"en":235},"FSMLVN","https:\u002F\u002Fpretalx.coscup.org\u002Fmedia\u002Favatars\u002F50255359392_e2932f8465_6k_L34ju8h_1_nufy1na.jpg",{"name":233,"bio":234},"Ko Ko","Ko Ko 連續當選多年微軟 AI 領域的最有價值專家（Microsoft AI MVP），曾任職於財星 500 強企業、美國矽谷科技新創、澳洲雪梨科技新創、美國上市公司等企業，擅長於 AI 技術與軟體開發。他也是大型技術年會的知名講者，包含了 ModernWeb、. NET Conference、PyCon APAC、PyCon HK、DevDays Asia 等等的國際大型年會，累計已超過萬名聽眾。他是技術社群 Chatbot Developers Taiwan 的核心成員，也經營粉專「大魔術熊貓工程師」。目前已經出版五本生成式 AI 應用的書籍。",{"name":233,"bio":234},{"title":237,"describe":238,"type":33},"Is Microsoft Agent Framework \"LangGraph for Enterprise\"? A Source Code Deep Dive","Microsoft Agent Framework 是 Microsoft 在 Semantic Kernel 與 AutoGen 之後推出的開源 AI Agent Framework，結合 Agent、Tool Calling、Handoff Orchestration 與 Graph-based Workflow Runtime 等設計。本次演講將以 Microsoft Agent Framework 為主角，深入剖析其原始碼，觀察 Agent 如何包裝 instructions、tools 與 model client，Handoff 如何轉移控制權，以及 WorkflowBuilder、Executor、Edge、Runner、Checkpointing 如何支撐多步驟與多 Agent 協作。OpenAI Agents SDK 與 LangGraph 將作為參照，用來比較 model-driven agent abstraction 與 graph workflow runtime 的設計差異，進一步討論 Microsoft Agent Framework 是否可被視為 \"LangGraph for Enterprise\"，以及它在開源 AI Agent Framework 生態中的設計定位。",{"title":237,"describe":240,"type":33},"Microsoft Agent Framework is Microsoft's open-source AI agent framework following Semantic Kernel and AutoGen, combining agents, tool calling, handoff orchestration, and graph-based workflow runtime design. This talk focuses on Microsoft Agent Framework as the main subject and examines its source code: how agents wrap instructions, tools, and model clients; how handoff transfers control; and how WorkflowBuilder, Executor, Edge, Runner, and checkpointing support multi-step and multi-agent collaboration. OpenAI Agents SDK and LangGraph will be used as reference points to compare model-driven agent abstractions with graph workflow runtimes, and to discuss whether Microsoft Agent Framework can be understood as \"LangGraph for Enterprise\" in the open-source AI agent ecosystem.",[38,19],"https:\u002F\u002Fcoscup.org\u002F2026\u002Fsession\u002FWDF9UG",{"2026-08-09":244},"#2a9d8f",[246,259,272,282,294,304,314,324,332,342,351,361,374,383,392,402,412,420,430],{"id":247,"level":248,"link":249,"publish":250,"reward_type":251,"reward_data":252,"name":253,"intro":256,"image":258},"臺北市資訊局","thanks","https:\u002F\u002Fdoit.gov.taipei",true,"Null",0,{"zh":254,"en":255},"臺北市政府資訊局","Department of Information Technology, Taipei City Government",{"zh":257,"en":257},"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":260,"level":261,"link":262,"publish":250,"reward_type":263,"reward_data":264,"name":265,"intro":268,"image":271},"andes","friend","https:\u002F\u002Fwww.andestech.com\u002Fen\u002F","連續贊助",3,{"zh":266,"en":267},"晶心科技股份有限公司","Andes Technology Corporation",{"zh":269,"en":270},"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":273,"level":248,"link":274,"publish":250,"reward_type":251,"reward_data":252,"name":275,"intro":278,"image":281},"sifive","https:\u002F\u002Fwww.sifive.com",{"zh":276,"en":277},"美商賽發馥股份有限公司臺灣分公司","SiFive",{"zh":279,"en":280},"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":283,"level":284,"link":285,"publish":250,"reward_type":263,"reward_data":286,"name":287,"intro":290,"image":293},"IMA","gold","https:\u002F\u002Fwww.ima.org.tw\u002F",2,{"zh":288,"en":289},"中華民國資訊經理人協會","Information Management Association",{"zh":291,"en":292},"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":295,"level":296,"link":297,"publish":250,"reward_type":251,"reward_data":252,"name":298,"intro":300,"image":303},"KKTIX","bronze","https:\u002F\u002Fkktix.com\u002F",{"zh":299,"en":295},"華娛網路娛樂股份有限公司",{"zh":301,"en":302},"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":305,"level":296,"link":306,"publish":250,"reward_type":251,"reward_data":252,"name":307,"intro":310,"image":313},"國網中心","https:\u002F\u002Fwww.nchc.org.tw",{"zh":308,"en":309},"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":311,"en":312},"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":315,"level":284,"link":316,"publish":250,"reward_type":263,"reward_data":286,"name":317,"intro":320,"image":323},"國泰金控","https:\u002F\u002Fwww.cathayholdings.com\u002Fholdings\u002Fbrand\u002Ffintech",{"zh":318,"en":319},"國泰金融控股公司","Cathay Financial Holdings",{"zh":321,"en":322},"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":325,"level":296,"link":326,"publish":250,"reward_type":251,"reward_data":252,"name":327,"intro":328,"image":331},"ONLYOFFICE","https:\u002F\u002Fwww.onlyoffice.com",{"zh":325,"en":325},{"zh":329,"en":330},"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":333,"level":296,"link":334,"publish":250,"reward_type":251,"reward_data":252,"name":335,"intro":338,"image":341},"QNAP","https:\u002F\u002Fwww.qnap.com\u002Fzh-tw",{"zh":336,"en":337},"QNAP Systems, Inc. 威聯通科技","QNAP Systems, Inc.",{"zh":339,"en":340}," 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":343,"level":261,"link":344,"publish":250,"reward_type":251,"reward_data":252,"name":345,"intro":347,"image":350},"Appier","https:\u002F\u002Fwww.appier.com\u002Fzh-tw\u002F",{"zh":346,"en":343},"沛星互動科技股份有限公司",{"zh":348,"en":349},"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":352,"level":284,"link":353,"publish":250,"reward_type":263,"reward_data":354,"name":355,"intro":357,"image":360},"玉山銀行","https:\u002F\u002Fwww.esunbank.com\u002Fzh-tw\u002Fpersonal",5,{"zh":352,"en":356},"E.SUN Bank",{"zh":358,"en":359},"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":362,"level":363,"link":364,"publish":250,"reward_type":365,"reward_data":366,"name":367,"intro":370,"image":373},"慧邦科技","silver","https:\u002F\u002Fwww.gamesofa.com","累計贊助",16,{"zh":368,"en":369},"慧邦科技股份有限公司  Gamesofa Inc.","Gamesofa Inc.",{"zh":371,"en":372},"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":375,"level":296,"link":376,"publish":250,"reward_type":263,"reward_data":366,"name":377,"intro":379,"image":382},"祐生研究基金會","https:\u002F\u002Fwww.archilife.org\u002F",{"zh":375,"en":378},"The Archilife Research Foundation",{"zh":380,"en":381},"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":384,"level":385,"link":386,"publish":250,"reward_type":251,"reward_data":252,"name":387,"intro":389,"image":391},"Canonical","diamond","https:\u002F\u002Fcanonical.com\u002F",{"zh":384,"en":388},"Canonical ",{"zh":390,"en":390},"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":393,"level":284,"link":394,"publish":250,"reward_type":365,"reward_data":395,"name":396,"intro":398,"image":401},"Oracle（MySQL）","https:\u002F\u002Fwww.mysql.com\u002F",12,{"zh":397,"en":397},"MySQL",{"zh":399,"en":400},"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":403,"level":284,"link":404,"publish":250,"reward_type":365,"reward_data":405,"name":406,"intro":408,"image":411},"Berry AI","https:\u002F\u002Fberry-ai.com",6,{"zh":407,"en":403},"華捷智能股份有限公司",{"zh":409,"en":410},"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":413,"level":284,"link":414,"publish":250,"reward_type":251,"reward_data":252,"name":415,"intro":416,"image":419},"Nitra"," ",{"zh":413,"en":413},{"zh":417,"en":418}," \"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":421,"level":296,"link":422,"publish":250,"reward_type":251,"reward_data":252,"name":423,"intro":426,"image":429},"源鋼技術顧問有限公司","https:\u002F\u002Fsunsquare.tech\u002F",{"zh":424,"en":425},"源鋼技術顧問有限公司 SUN SQUARE Co., Ltd","SUN SQUARE Co., Ltd",{"zh":427,"en":428},"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":431,"level":248,"link":432,"publish":250,"reward_type":251,"reward_data":252,"name":433,"intro":435,"image":438},"Rozeta","https:\u002F\u002Frozeta.app",{"zh":434,"en":434},"Rozeta AI",{"zh":436,"en":437},"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",[440,445,449,453,456,459,463,467,471,476],{"id":441,"imageVertical":442,"imageHorizontal":443,"link":444,"weight":286},"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":446,"imageVertical":447,"imageHorizontal":448,"link":316,"weight":405},"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":450,"imageVertical":451,"imageHorizontal":452,"link":353,"weight":405},"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":454,"imageHorizontal":455,"link":394,"weight":405},"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":457,"imageHorizontal":458,"link":404,"weight":405},"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":460,"imageHorizontal":461,"link":462,"weight":405},"https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=1A9Q35aOO4LDtI1-MVbIlLoGBmWn2VwZg&&sz=w4000","https:\u002F\u002Fdrive.google.com\u002Fthumbnail?id=13Oz8Eq6MXXspGEqwi5QGbwYyDNeU1idK&&sz=w4000","https:\u002F\u002Fnitra.com\u002F",{"id":464,"imageVertical":465,"imageHorizontal":466,"link":297,"weight":286},"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":468,"imageVertical":469,"imageHorizontal":470,"link":364,"weight":264},"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":472,"imageVertical":473,"imageHorizontal":474,"link":475,"weight":286},"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":477,"imageVertical":478,"imageHorizontal":479,"link":422,"weight":286},"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":481,"body":482},{},{"type":483,"children":484},"root",[485,493,498,503],{"type":486,"tag":487,"props":488,"children":489},"element","p",{},[490],{"type":491,"value":492},"text","原始碼是軟體的核心，藉由閱讀原始碼，我們可以更靠近軟體的靈魂。",{"type":486,"tag":487,"props":494,"children":495},{},[496],{"type":491,"value":497},"「帶您讀源碼」議程軌旨在幫助參與者深入了解開源專案的實作方式，包括各種程式庫、框架和工具等。您將有機會學習開源專案的流程運作、架構組成、迭代歷程、運作原理、關鍵程式碼、關鍵演算法等方面的知識。同時，您還可以了解相關輔助工具的介紹和使用技巧。",{"type":486,"tag":487,"props":499,"children":500},{},[501],{"type":491,"value":502},"在這個議程軌中，您可以聽到開發者們分享他們對程式碼的理解和經驗，看到他們追蹤和分析的過程。他們會與您分享程式碼中的精華部分，解釋如何運作，以及如何改進。",{"type":486,"tag":487,"props":504,"children":505},{},[506],{"type":491,"value":507},"「帶您讀源碼」將帶您進入原始碼的世界，深入挖掘軟體背後的原理，讓您更加了解程式設計的本質。",1785312656115]