// 曾合作與登台// worked with & spoke at
- 政大 AI 研究中心NCCU AI Center
- Google DevJam 2026 · 1st
- 永平高中Yongping High School
- 政大 IMBANCCU IMBA
- 政大 EMBANCCU EMBA
- Canton Foundation
- 北海道大學Hokkaido University
what I can do for you我可以幫你做什麼What I can do for you
從「想用 AI 但不知道從哪開始」,到「已經有想法、需要有人做出來」,下面四件事是我最常幫人解決的。Whether you're wondering where AI even fits or already know exactly what you want built, these are the four things I help with most.
01 / TEACH
AI 導入教學與工作坊AI adoption workshops
從零帶團隊把 AI 用進日常工作:提示詞、AI 工作流程到 AI Agent 實作,內容依對象客製。Hands-on sessions that get teams using AI in real work — prompting, AI workflows, all the way to building an AI agent — tailored to the audience.
適合:For: 學校、社團、企業內訓schools, student groups, company training
- 永平高中新生 AI 自主學習工作坊(帶領助教團隊)Yongping High School freshman AI workshop (led a TA team)
- 政大 IMBA 課堂講課Guest session, NCCU IMBA
- EMBA「金融科技趨勢與創新」課程助教TA, EMBA "FinTech Trends & Innovation"
洽詢工作坊 →Book a workshop →
02 / RAG
RAG 知識庫與文件問答RAG knowledge bases
把你的規章、手冊、講義或論文變成可以直接問答的 AI,回答附上出處,不亂講。Turn your policies, handbooks, course notes or papers into an AI you can question — with sources attached to every answer.
適合:For: 文件多、常被問同樣問題的單位teams drowning in documents and repeat questions
- CiteGuard 論文引用查核:雙層 RAG + LLM 裁判,準確率 72%CiteGuard citation checker: dual RAG + LLM judge, 72% accuracy
- 政大 AI 研究中心研究助理(三個計畫)Research assistant on three NCCU AI Center projects
聊聊你的資料 →Talk about your data →
03 / AUTOMATE
LINE Bot 與流程自動化LINE Bots & automation
報名、簽到、請假、通知、名單管理這些重複工作,交給 LINE Bot 加 Google Sheets 自動跑。Sign-ups, check-ins, leave requests, reminders, member lists — hand the repetitive admin to a LINE Bot and Google Sheets.
適合:For: 社團、競賽主辦、小型團隊clubs, competition organizers, small teams
- 社團 LINE 社員自動化管理LINE-based member management for a student club
- 商學院永續競賽 LINE BotLINE Bot for the Business School sustainability competition
- 游泳隊排班管理系統(簽到、請假、課表、訓練日誌)Swim team scheduling system (check-in, leave, schedules, logs)
把麻煩事交給我 →Automate it →
04 / BUILD
Agentic AI 與 AI 系統開發Agentic AI & AI systems
需要多輪對話、多步驟推理或會呼叫工具的 AI 系統,從原型、串接到部署上線。AI systems with multi-turn conversation, multi-step reasoning or tool use — from prototype and integration to deployment.
適合:For: 研究實驗、新創原型、內部工具research studies, startup prototypes, internal tools
- 葉玉珠老師實驗室:批判思考推理遊戲實驗系統(Express + Zeabur,多輪 AI 互動)Prof. Yeh's lab: critical-thinking reasoning game (Express + Zeabur, multi-turn AI)
- CoolPath 涼路:Google DevJam 2026 冠軍CoolPath: Google DevJam 2026 winner
討論你的點子 →Pitch me your idea →
- 聊需求Talk先了解你的問題和現在的流程Understand the problem and your current workflow
- 做原型Prototype先做出能試用的小版本Ship a small version you can try
- 開發上線Build串接你的資料與工具Connect your data and tools
- 交接與教學Hand over教會團隊自己用、自己改Teach your team to run and tweak it
不確定 AI 能幫上什麼?Not sure where AI fits?先問問我的 AI 分身,或直接寄信給我。Ask my AI twin first, or just email me.
有想用 AI 解決的問題嗎?Got a problem AI could solve?
不管是一場工作坊、一個 LINE Bot,還是一套 AI 系統,寫信告訴我你想解決什麼,我會回覆可行的做法。A workshop, a LINE Bot or a full AI system — tell me what you want to solve and I'll reply with how we could do it.