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Chat - Bila UiTM Cuti

Bila UiTM Cuti Chat

AI chat for UiTM academic calendar questions — ask in English or Malay and get clear, dated answers.

Live: chat.bilauitmcuti.com (also bilauitmcuti.com/chat on the main domain)

Part of Bila UiTM Cuti — the companion chat (sometimes called UiTM Assistant / AI Chat UiTM) helps students check semester dates, lecture weeks, fee deferment windows, holidays, exams, and related UiTM info in a short conversation.

What it does

Students often need a quick answer: when is cuti semester?, what dates are fee deferment?, list week 1–14, or is today a holiday? Bila UiTM Cuti Chat turns those questions into a streamed conversation, scoped to the user’s selected academic session and campus group when relevant.

The product stays focused on calendar and UiTM orientation questions. It is not a general-purpose chatbot for coursework, grades, or unofficial campus rumor.

Models

Models & capabilities

Users can pick a Cloudflare Workers AI model in the composer. All picker models support function calling (tool use).

The chat composer lets users pick from multiple Cloudflare Workers AI models, including Gemma 4 (default), Llama 4 Scout, Mistral Small 3.1, and Nemotron 3 Super. All available models support function calling, enabling the assistant to look up academic facts before answering.

Function calling lets the assistant look up the right academic facts before answering. Reasoning-capable models can show a short thinking/reasoning section in the chat UI for harder questions.

Features

  • Streaming chat UI for academic calendar and UiTM general questions
  • Tool-calling agent with function calling across the model picker
  • Reasoning UI for models that support it (Gemma 4, Nemotron 3 Super)
  • Session / program scope picker so answers match the user’s campus group and semester
  • Markdown replies (tables, code, math, diagrams where relevant)
  • Cloudflare Turnstile bot protection on chat
  • Optional thumbs feedback for product improvement
  • Bilingual replies (English / Malay)
  • Open Graph share card for social previews of the chat product

Example questions

  • Penangguhan yuran — tarikh apa dalam kalendar?
  • List week 1–14 for my session
  • Bila cuti semester / Mid-Semester Break?
  • Tarikh peperiksaan akhir untuk sesi semasa?
  • Public holiday this month (by state, when asked)

Tech stack

Area Choice
App Next.js (App Router), React, TypeScript
UI Tailwind CSS, shadcn/ui, Base UI
Runtime Cloudflare Workers via @opennextjs/cloudflare
Inference Cloudflare Workers AI + AI Gateway
Bot protection Cloudflare Turnstile
Tests Vitest

How chat works (high level)

  1. The browser sends the question and receives a streamed reply.
  2. Topic routing decides whether to run the tool-calling agent or a compact fallback.
  3. Models with function calling may invoke tools, then draft an answer; reasoning-capable models can surface that step in the UI.
  4. Replies are validated before they are shown.
  5. Optional thumbs up/down help improve the product.

Runs in production on Cloudflare Workers at chat.bilauitmcuti.com (root /) and under bilauitmcuti.com/chat on the calendar domain. Apex DNS stays on Pages; only the /chat* path is routed to this Worker (never apex /_next/*).

Related

This repository is public for transparency. Contributions and write access are limited to collaborators. See Contributing and the Code of Conduct.

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AI agents assistant for UiTM students

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