Systems that work
by not fighting
how people actually behave.

I build things at the intersection of AI engineering and human behavior — where the measure of a system is whether people actually use it.

Computational physics taught me how to think in systems. Defense contracting taught me the gap between what's built and what's used. AI engineering is where both threads converge.