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AISmart CityHackathonForecasting

IQueue

Transport terminals can face congestion and service delays when boarding demand, seat availability, and passenger flow are not intelligently coordinated.

IQueue visual context

Role

UM SIKLAB team contributor

Team

Hackathon team

Timeline

ASEAN AI Hackathon 2026

Problem

What this project needed to solve

  • Terminal congestion creates delays and poor passenger experience.
  • Boarding demand can shift quickly and needs smarter forecasting.
  • Seat allocation needs to balance availability, demand, and service flow.
  • The solution needed to communicate smart-city value clearly in a competitive hackathon setting.

Solution

Robert's product and technical direction

IQueue applies AI-powered demand forecasting and intelligent seat allocation to reduce terminal congestion and service delays, positioning public boarding as a smart-city optimization problem.

AI ForecastingSmart City SystemsProduct StrategyHackathon Execution

Architecture

How the idea is structured

Smart boarding flow connecting passenger demand, forecasting, seat allocation, and terminal service decisions.

IQueue architecture context

Proof Points

What this project shows

Top 10

Recognition

UM SIKLAB was selected as a Top 10 team in the ASEAN AI Hackathon 2026 Smart City Category.

Forecasting

AI Signal

Shows Robert's exposure to AI-powered demand forecasting and optimization concepts.

Team AI

Recruiter Signal

Adds competitive hackathon evidence beyond agriculture and UI/UX.

Process

How Robert approached it

1

Problem Framing

Connected terminal congestion and service delays to demand and allocation decisions.

2

AI Product Direction

Shaped the concept around forecasting and intelligent seat allocation.

3

Hackathon Execution

Contributed within UM SIKLAB under ASEAN AI Hackathon constraints.

Next Step

Discuss this project with Robert

Use this case study as proof for Robert's portfolio direction, then return to the assistant or contact page for a role-fit conversation.