Recently, I started using AI to help me program and build projects around practical needs. One project I have worked on involves extracting line drawings from archaeological 3D models. I also hope to explore improvements to business workflows. That direction is still taking shape, and I want to keep an honest record of the process.

I want to become someone who can offer useful solutions. To me, that means understanding the context before choosing an approach, and continuing to learn how to judge whether a tool is useful. My materials science background, interest in machine learning and recent programming practice are all part of this exploration.

Turn real problems into useful tools.

This website is a place for my projects, ideas and progress. Some of it is still at an early stage, and I will add to it as I learn. I also want to record the decisions along the way: why a question interests me, what I have tried and what I want to understand next.

If you are working on a practical problem or exploring a similar direction, I would be happy to talk. Let's begin with a clear, specific conversation.