My thoughts on building systems, thinking with data, and learning through real projects.
I build systems to understand how data, models, and decisions actually work. Most of what I've learned didn't come from theory—it came from things breaking in real-world systems. This blog is where I document those lessons through projects and ideas.
projects
Real systems, end-to-end — sensor, pipeline, model, dashboard, failure. What I set out to do, what actually happened, and the numbers behind the tradeoffs.
A $25 IP camera, an old Mac mini that was about to be e-waste, a 3-stage MobileNetV3 cascade, and a dashboard that never leaves my LAN. Here's what I built, how it's put together, and the tradeoffs I can back up with numbers.
Read →opinion
Usually shaped by things that didn't behave as expected. Shorter takes, mental models, and the small ideas I keep returning to.
about
I'm an engineer who builds systems to understand how data behaves in the real world. Most of what I've learned didn't come from theory — it came from things breaking. This site is where I document the lessons.
More about me →