Forty years building control systems that couldn't fail — chemical plants, steel mills, defence, nuclear, Olympic-level athletics timing. Domains where unreliable doesn't mean inconvenient. It means something fails that cannot fail.
Management consulting across advanced manufacturing, systems integration, technical IT, machine interfaces, robotics, sensor systems, business process reengineering, and workflow-integrated UX. Board and C-suite engagements where engineering rigour and commercial judgement operate at the same level.
About a year ago I started taking AI seriously. I haven't written a single line of code since. AI is the best-read junior I've ever had on my team — extraordinarily fast, its knowledge surfaces surprises even for me, remarkably accurate.
But perfection in AI is asymptotic. We will never get there. The right answer is not to wait for the perfect AI — it's to assume AI isn't perfect, and engineer systems so that it doesn't matter.
That's what this framework is. Not a concept. Working software. Forge has built itself across twenty layers of self-extension at 99% first-time completion. The architecture isn't a thesis — it's a tool that's already producing.
Control Systems
Mission-Critical
AI Architecture
Engineering Discipline
Forty Years