Chief Architect with 24 years building automotive intelligence — from production platforms running in 20 million vehicles to edge AI systems that think in under two seconds. I write about the unglamorous realities of making AI work inside real automotive constraints: brownfield software, ASPICE processes, on-device inference, and the gap between what conference demos promise and what production programs deliver. Opinions are my own. NDAs are respected.