Law, systems, sport, code — and long-term experiments

I started in law and industrial engineering — two worlds that pretend to be very different, but both obsess over rules, constraints and edge cases. From there I moved into aviation and complex operations, working inside systems where small mistakes have real consequences.

In parallel, I kept building my own tools: prompt engineering before it had a name, custom machine learning experiments, quantum-inspired notes and weird, hand-written automations. I never cared about publishing a paper. I cared about whether the thing in front of me survived contact with reality: fatigue, travel, risk, money, time.

Sport and training were the other half of the story. Trial & Error under a barbell, on a field, in a pool, tells you truths that theory doesn't. Your body doesn't care about your story — it cares about load, adaptation and whether you actually show up.

SWB-AI and the PSYCHE framework sit at the intersection of all of this: high-pressure systems, law and contracts, code and automation, sport and long-term inner work. It's not a brand built out of thin air; it's the record of what survived my own experiments.