From Ignorant to Informed
How an Educator Cut 30 Minutes of Attendance Work to 5 and Built AI Agents in a Single Afternoon
Industry
Education
Role
Educator | AI Agent Developer
Project
Mastering Agentic AI
Date
September 2026
The Challenge
Curious About AI: But Unsure Where to Start for Education
Monthly student attendance collation: tracking presence, absence, and latecomer records, took 15–30 minutes of careful manual work every month.
Assignment and examination paper preparation was one of the most time-consuming tasks in an educator's role, requiring careful construction and formatting.
Despite curiosity about AI, Muhammad Izzuddeen had not yet found the specific applications that made AI obviously useful for his educational context.
The Solution
Mastering Agentic AI: Klicco Academy
Multiple AI Agents Built in One Afternoon
Developed agents using Deepseek, transferred prompts, and activated them in Claude, a complete agent development workflow in one session.
Attendance Collation: 30 Min to 5 Min
A complex monthly attendance file transformed into a clean, nicely formatted table in barely 5 minutes with Claude.
Notion Integration for Visual Output
Connected agents to Notion to visualise output through data entry tables and calendar entries, making AI output accessible and actionable.
A New Understanding of AI's Possibilities
Left not just with tools, but with a genuinely expanded understanding of what AI can do, and honest reflection on its broader implications.
Project Timeline
Before
Curious but unsure where to start with AI
Workshop
Multiple agents built, transferred, and activated
After
15–30 min attendance task now takes 5 minutes
The Results
Monthly Attendance Collation: 30 Minutes to 5 Minutes
30→5 min
Attendance collation
2 hrs/week
Recoverable time identified
Multiple
AI agents built
Notion
Visual output integrated
"Before today I was ignorant on how AI can be. Now I am informed on the amazing opportunities with AI. How with an AI agent I can ease the collation of student attendance with a simple upload, and now it is nicely simplified into barely 5 minutes of work. Amazing!"
Muhammad Izzuddeen Bin Ismail, Educator | AI Agent Developer
Technology Stack
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