career

The first lesson came from customer service: data beats opinion every time. If you can measure it, stop guessing. Building QuickSight dashboards that turned raw numbers into actual decisions — that was the moment I realized every argument just ends when the data loads.

The background check revamp taught me that you can't engineer your way out of a problem you don't understand. It wasn't about code. It was about sitting inside the process, getting Legal and Compliance on the same page, and earning trust that the new rules were actually safe. You have to understand the system before you can fix it.

Automation is tempting, but the question isn't "can this be automated?" — it's "should it be?" Python scripts saved 40 hours a week in the early days. The fraud detection engine reduced manual validation by 80%. But the remaining 20% — the edge cases that need judgment — that's where the real work is. Automate the obvious, protect the nuanced.

The homelab isn't a side project. It's where the professional and personal blur together — 49 containers on bare metal, no cloud provider, full observability. There's a specific satisfaction in knowing exactly where your things live and why they work. Own your infrastructure.