Former CTO @ Horizon Integrated

Computer vision pipeline for sports video analysis

AI-powered operating system for sports clubs. Led the computer vision work: homography-based court and pitch mapping, and trained detection models for automated player and ball tracking from camera footage.

Attendance System

QR check-in with automated reminders

QR-based attendance platform with signed-token check-in, event and invitee management, export tools, and admin dashboards.

Multi-Framework AI

Autonomous agents across multiple frameworks

Autonomous agents for deep research, stock trading, multi-agent debates, and workflow orchestration.

Agricultural AI

Real-time farm performance analytics

KitaHack 2025. Real-time weather monitoring, crop recommendations, and farm performance analytics for Malaysian smallholders.

Computer Vision

Real-time AR try-on, no fitting room needed

AR-powered shirt try-on using MediaPipe pose detection with real-time background removal.

Mobile + IoT

Registration and food ordering via NFC tap

NFC-enabled patient registration system with real-time food ordering and location-based services.

Intern @ Prosignal

Turn-by-turn CarPlay experience, shipped to production

Native CarPlay experience for TuJu, a Malaysian navigation app, with turn-by-turn routing, hands-free voice search, and Siri-driven hazard reporting, bridging Swift's CarPlay framework to the Flutter navigation engine.

Athlete Monitoring — Terengganu State Sports Council

Athlete scoring across multiple fitness domains

Fitness-testing dashboard tracking athletes across a broad assessment library, with composite scoring, squad radar charts, and per-athlete progress reports for coaching staff.

Café Ordering App

End-to-end ordering-to-sales-report pipeline

Café ordering app covering menu browsing, cart, QR payment, and order history for customers, plus an admin dashboard for menu management and sales reporting.

Machine Learning

Defect detection deployed for industry clients

AI-powered PCB defect detection system using YOLO v11 for computer repair industry clients.

PhD Research — Drone Forensics

High-accuracy tamper detection via multi-modal fusion

Forensic pipeline for detecting tampered drone flight telemetry, fusing an LSTM telemetry-tamper classifier with a CNN visual-evidence model, explained via SHAP/LIME.

Final Year Project

Award-winning water quality monitoring

Water quality monitoring using Random Forest ML detection and Genetic Algorithm route optimization.

Malaysian Sign Language Learning

Real-time sign recognition, learned through play

Learn Malaysian Sign Language (BIM) through play, with real-time hand-sign recognition via MediaPipe landmarks, a word-practice mode, and a searchable reference video library.

Contributor — Model Fine-Tuning

Improved detection accuracy after anti-overfit tuning

Deep learning pipeline classifying bullying content on social media. Contributed the anti-overfitting pass on the fine-tuned BERT model, including class weighting, dropout, and early stopping.