I started where a lot of real business problems live: analytics, reporting, process friction, bad handoffs, and unclear decision-making.

That foundation shaped how I approach systems. I care about things that are actually useful in practice. Tools that make work clearer, faster, and more reliable, not just systems that sound impressive in a demo.

Now I build on top of that foundation using software, automation, and applied AI, continuously sharpening the engineering side while keeping the same practical lens. Better workflows, clearer decisions, fewer repetitive steps, and more leverage.

I’m most interested in work at the intersection of data, product thinking, and implementation. Internal tools, automation, and AI-assisted systems that solve real operational problems.