Systems that meet the real world.

I start with the operation, not the interface. Before a screen exists I map how the business actually runs — who does what, where money changes hands, what breaks at 2am — and design the system around that reality rather than around a template.

AI carries much of the implementation velocity. I stay responsible for architecture, constraints and judgement: the decisions that determine whether a system survives contact with real users and real money. Thirty years of running production systems is the quality gate on everything the tooling accelerates.

I work across the boundary most product teams divide up — business model, software, infrastructure and, when the product needs it, the physical signal layer. The result is one product you can operate, not a set of handoffs between people who each own a slice.