把分散在各處室網站與 PDF 的規定、公告與常見問答，整合成一個用自然語言就能查詢的智慧入口，回答並附上官方資料來源。 A single smart entry point that turns rules, announcements, and FAQs scattered across office websites and PDFs into natural-language answers — each with an official source link.
不只是搜尋，而是「先找到正確資料、再由 AI 整理成通順回答」，兼顧速度、正確與可查證。More than search: it retrieves the right material first, then has AI compose a clear answer — fast, accurate, and verifiable.
用日常語言提問即可，不必記住繁瑣的辦法名稱，也不用在多個網站間切換。Just type a question the way you'd say it — no need to recall exact regulation titles or hop between sites.
每則回答都附上資料來源連結，點擊即可前往官方原文查證，資訊可信不猜測。Every answer includes a link to the official page, so you can verify the original text yourself.
24 小時隨時查詢，免安裝、免登入，減少臨櫃與電話往返的等待。Query any time, day or night — no install, no login, no waiting on the phone or at a counter.
同時用「語意搜尋」與「關鍵字搜尋」找資料，兼顧理解語意與精準比對。Combines semantic and keyword search to match both meaning and exact terms.
介面與回答支援中英文，服務國際學生與外籍教師。Interface and answers in both Chinese and English for international students and faculty.
模組化設計，未來可逐步納入更多處室，服務範圍持續擴大。A modular design lets more offices join over time, expanding coverage step by step.
開啟網頁即可使用，無需安裝軟體，也不需要登入帳號。Open the page and go — no software to install, no account to log in.
以瀏覽器前往 aia.ntpu.ai，直接進入問答畫面。Go to aia.ntpu.ai in any browser to reach the chat screen.
在輸入框輸入問題，或直接點選畫面上的「快速問題」按鈕。Enter a question in the box, or tap one of the quick-question buttons.
系統回覆後，點擊下方「資料來源」連結可查看官方原文。After the reply, click the source link below to view the official page.
可接續追問，系統會參考前文；也能一鍵切換中英文介面。Ask follow-ups — it remembers context — and toggle between Chinese and English anytime.
系統目前涵蓋以下七個處室的業務。若問到其他處室，系統暫時無法回答。The system currently covers seven offices. Questions about other offices can't be answered yet.
教務處與學務處目前以法規條文為主要資料來源，尚未納入最新消息與常見問答；
詢問報名期限、承辦窗口等時效性資訊時，請以該處室官網公告為準。
Academic Affairs and Student Affairs currently draw on regulations only — news and FAQs are not yet included.
For deadlines or contact details, please refer to each office's official announcements.
系統採「先檢索、再生成」（RAG）的作法：先從知識庫找出最相關的官方資料，再交由 AI 整理成通順回答。The system uses retrieval-augmented generation (RAG): it first finds the most relevant official material, then has AI compose a readable answer.
辨識問題屬於哪一個處室的範圍。Identify which office the question belongs to.
語意 + 關鍵字雙搜尋，找出最相關內容。Semantic + keyword search find the best matches.
語言模型將資料整理成通順回答。The language model composes a clear answer.
回傳答案並附官方資料連結。Return the answer with official source links.
知識庫由各處室公開資料經爬蟲蒐集、整理與人工校正而成。The knowledge base is built from public office data via crawling, curation, and manual correction.
你在瀏覽器操作的問答網頁，支援中英雙語與快速問題。The Q&A web page you interact with — bilingual, with quick questions.
負責檢索知識庫、呼叫 AI 產生回答，並提供語音輸入。Retrieves from the knowledge base, calls the AI, and supports voice input.
主模型負責理解問題與產生回答；輔助模型處理處室判斷、問題改寫與結果排序；Whisper 支援語音辨識。The main model interprets questions and composes answers; a lighter model handles routing, query rewriting, and re-ranking; Whisper powers speech recognition.
前端靜態資源與 API 由同一個 Cloudflare Worker 提供；FastAPI、FAISS 與 BM25 執行於 Cloudflare Container，對話狀態保存於 Durable Object storage，API 金鑰以 Worker Secret 管理。One Cloudflare Worker serves the static frontend and API gateway; FastAPI, FAISS, and BM25 run in a Cloudflare Container, conversation state is stored in Durable Object storage, and API keys are managed as Worker Secrets.
下列內容與聊天頁的 SYSTEM FAQ 共用同一份結構化資料，避免說明頁與實際回答不一致。This page and the chat SYSTEM FAQ use the same structured content so the guide and actual answers stay aligned.
免安裝、免登入，一個網頁解決體育室、通識中心、語言中心、教務處、學務處、人事室、總務處的常見問題。No install, no login. One page for common questions across Physical Education, General Education, the Language Center, Academic Affairs, Student Affairs, Human Resources, and General Affairs.
前往 aia.ntpu.aiGo to aia.ntpu.ai ↗