Engineer, quietly
obsessed with craft.
A handful of things I've shipped, broken, and learned from.
F# Transformer, from scratch
Implemented the attention mechanism and full transformer architecture in F# and C#, with tokenisation, model serialisation, and a unit-tested training loop. A study in functional programming meeting machine learning primitives.
Project Gamma
Scalable React 18 + TypeScript frontend architecture using the Context API. A sandbox for component composition patterns and state design.
Edge security camera
Real-time object detection on a Raspberry Pi using YOLOv5 — recognises humans and vehicles, runs on-device, streams alerts. End-to-end edge inference pipeline.
Shipping & logistics WPF app
Enterprise WPF application with authentication, container management, quotations, and dynamic pricing. Clean architecture across the data, domain, and UI layers.
WorldSkills robotics
Led the inaugural ITE West team. Designed motor control and computer-vision pipelines for a competitive autonomous robot.
This portfolio
Hand-built editorial portfolio. Warm tokenised theme, serif statements, fully responsive, dark mode included.
Mechatronics by training. Software by trade.
I'm a .NET developer who came to software through robotics — a path that taught me to respect what happens when code meets the physical world.
At JBS Australia I build production .NET systems: C#, ASP.NET Core, Blazor, SQL Server, with Azure and AWS underneath. Outside of work I keep my hands in things — low-latency multiplayer game servers on EC2, transformer architectures in F#, edge computer vision on Raspberry Pi, and lately, agentic LLM systems using Claude and the Vercel AI SDK.
I led the inaugural WorldSkills Singapore robotics team out of ITE West. I served as a Fire Rescue Specialist with the SCDF. I'm 18 hours into a private pilot's licence. Different domains, same instinct: understand the system, build the smallest thing that works, then make it better.
Comfortable across the stack.
A non-linear path, on purpose.
.NET Developer
Building enterprise-grade .NET applications. C#, ASP.NET Core, Blazor, SQL, with cloud integration on Azure and AWS. Clean architecture, REST APIs, CI/CD.
- C#, ASP.NET Core, .NET Framework, Blazor
- REST APIs, EF Core, SQL Server
- Azure / AWS integrations · Docker · CI/CD
BIT (Computer Science)
Graduated with distinction. Strong focus on programming, algorithms, software engineering, and generative AI systems.
Fire Rescue Specialist
National Service. Operational discipline, team coordination under pressure, leadership in time-critical environments.
Higher Nitec, Mechatronics
Director's List (top 10%). Led the inaugural WorldSkills Singapore robotics team. bizSAFE Level 2 certification.
Things I do that aren't code.
Flying lessons
Eighteen hours of flight training with the Singapore Youth Flying Club. The Cessna teaches what software cannot — spatial awareness, weather, decisions you can't undo with Ctrl+Z.
Hiking trails
Long days on trails. Best place to think through an architecture problem is six hours up a mountain with no signal.
Fishing patience
A sport that rewards waiting. Surprisingly close to debugging — quiet, observational, and very satisfying when something finally takes.