The lightbulb moment. Made repeatable.

I spent eight years in mortgage operations, most of it underwriting and leading teams through high-stakes, detail-heavy work. That's where I learned how real workflows actually break down, and how much time good people lose to bad process.

I came to AI as a practitioner, not an engineer. I taught myself to build by solving my own problems first, then started doing the same for other people. Now I help individuals and teams figure out where AI actually fits their work and build the systems that make it stick.

The approach is simple: start with the real friction, build something useful you can use the same day, skip the hype. The goal isn't to replace how you think. It's to give you more room to do it.