I'm drawn to systems — the kind that reward structural thinking. Football tactics, analytical frameworks, product decisions: same instinct underneath. When I started working with AI seriously, what pulled me in wasn't the hype. It was the documentation layer. The unstructured canvas. The freedom to think out loud and build without constraint.
That instinct drives the work here — research, experiments, open-source workflows built and broken in public. No courses, no ads, no credentials pitch. Just a practitioner publishing proof of work, because in a world flooded with AI-generated content, taste and process are what actually differentiate.
The belief behind all of it: AI is supposed to give you back your time for the things you love. Not take more of it.