AI

I use AI tools daily and I'm figuring out where they stop being a gimmick and start actually being useful in product work. Notes, experiments, and honest takes as I go.

This area is being built out. For now, this website itself is an active AI project — everything under Ask AI and Fit Check is grounded Claude-powered chat, built from scratch while learning full-stack.

More on this area is in progress. In the meantime, the Ask AI chat can answer questions grounded in the full bio.