I'm an operator-engineer. I design and ship production LLM / RAG systems, automation and full-stack software, and I own the budgeting, forecasting, P&L and board-level reporting for the multi-brand group I run. The rare part isn't the code or the commercials on their own. It's holding both at once, so I choose which system is worth building because I'm the one reading the P&L it feeds.
I came up through responsibility rather than a computer-science degree. I started behind a camera, ended up owning the systems, then owned the numbers, and learned to build properly by shipping real software that had to work. Everything I know was proven in production under real stakes, which I'd take over a certificate any day.
Everything I ship is measured, governed and tied to a number it has to move. I run AI where wrong outputs carry real financial and legal weight, under board review and external audit, so evals, grounding, access control and human-in-the-loop aren't slides for me; they're how I already work.