About

I’ve spent three decades operating in complex, safety-critical environments where decisions have real consequences. That experience shaped how I think about systems: reliability, clarity, and execution under constraints. Today, I design and build applied AI and digital twin platforms that bring those same principles into software.

Operator

I learned the work from the inside: how operations actually run, where risk hides, and what teams need in the moment. That operator lens keeps my work grounded in reality, not theory.

Architect

Over time, I focused on system design: how data, workflow context, and governance fit together so decisions can be made repeatedly and responsibly. I care about explainability, ownership, and controls because operational systems require trust.

Builder

I build production-grade platforms, not demos. My focus is scalable architecture, clean interfaces, and data-driven behavior that can evolve across domains.

What I’m building

  • ICDT: a shared backbone for digital twins and agent orchestration
  • Oilfield Operations Digital Twin: reserve confidence + daily production visibility
  • InterviewGate™ Career Digital Twin: private, user-owned career intelligence

If you’re exploring a serious digital twin or applied AI initiative, I’m interested in problems where operational reality matters.