What I like to build and experiment with

Freshwater is a place for work around data systems, AI tooling, robotics software, analytics, and small developer infrastructure.

I tend to prefer projects that are readable, modular, and practical: tools that can start small, stay understandable, and still be useful in real workflows.

A lot of the experiments here begin as a narrow question: how to make a local workflow better, how to simplify a system boundary, or how to connect research ideas to working software.