Built interactive systems across physical computing, healthcare, and digital products, focusing on how user actions translate into system logic and technical implementation.
In a tangible interaction project, I built a state-machine architecture and improved sensing accuracy to 90% and response speed by 20% through sensor calibration, signal processing, and iterative testing.
For a shared-wallet MVP, I treated AI coding agents as part of the development workflow: I defined the product rules and system logic, then used agents to support implementation, debugging, and edge-case validation while keeping the core product decisions under my control.

