Madrid notes treat systems friction in civic digital services as a design problem, and ask what accountability looks like when public AI lands on a baseline that already assumes you belong. This is not legal advice. This is not the EU AI Act. How I talk about models as systems, not magic, is in 小猫钓鱼.

I am currently exploring Solutions Engineering, Solutions Architecture, Strategy Consulting, and technical Go-to-Market (GTM) roles, where legal, technical, and business concerns intersect.

Independent notes. Not peer-reviewed. Not a compliance product. Drafting on related write-ups was AI-assisted; accountability remains with Jade Zhao.