Digital
Articles.

A collection of technical writings, design thoughts, and explorations in AI-integrated interfaces.

Why I Containerize Everything

How earning an IBM certification in container deployment fundamentally changed the way I ship software, from side projects to enterprise apps.

Replacing expensive per-spot parking hardware with a single camera and an edge-deployed computer vision model.

48 hours, a team of absolute strangers, and the harsh realities of Hackathon dynamics.