I design and deliver systems — technical and human — that shift how organisations move. My background spans startup co-founder (Menttes, 10 years), SDK team lead (Atomic.io, major NZ banks), and now engineering manager at a safety-critical national institution. I build with AI at every layer — and I build frameworks for how others can do the same. MMDD (Micromanaged-Driven Development) is one of them.