Thinking out loud.
Notes on AI integration, systems thinking, and what it takes to build something that lasts. Most of what I publish lives at thesaunabuild.com or on LinkedIn.
The phrase landed at my kitchen table: artificial integration, not artificial intelligence. The discipline of designing workflows where AI reduces cognitive friction instead of adding to it — the variable separating the AI rollouts that work from the ones quietly walked back in eighteen months.
The foundation is poured. What it taught me about patience, mistakes, and doing things the hard way on purpose.
A zoning denial that turned out to be the best thing that happened to this project.
When the ground shifts — at work, in recovery, in a build — intention is the thing that keeps you standing.
Recovery isn't just about quitting something, it's about building something better in its place. For me, that has meant leaning into the people around me.
Six months sober. If you'd told me a year ago I'd be here, I wouldn't have believed you. This is the story behind the project — and behind the recovery.