I build software with AI.
I tend to understand problems by turning them into small tools, especially when they come from things I’ve experienced or seen up close. Rather than waiting until I fully understand everything, I usually start by building, using, and learning what I need along the way.
I prefer making something that works in a small form over explaining an idea for too long.
- Agent Boundary Kit — boundary fixtures and evidence gates for AI coding agents
- Devflow Native — handoff and work-context experiments for AI-assisted development
- QR-RFID Attendance — a smart attendance system using QR check-ins, RFID cards, dashboards, and Arduino



