FreshAir Labs

Building things, one experiment at a time.

10 Things I Assumed Before Writing a Line of Code

I'm building a platform that runs 23 services on a single machine. Before writing any code, I wrote down 10 assumptions about the environment. Every design decision flows from these.

Read more

What Happens When You Run an LLM on 10 Years of Kaiser Records

I downloaded my complete medical history and ran it through a pipeline of medical language models. Privacy-first, under $4, and what the models actually found.

Read more

Why I Started Writing

AI as a tool for real problems — not thought-leadership, just experiments worth sharing.

Read more