Notes / Point of view

The thinking I want to make public.

I am keeping this section intentionally small for now. The case studies are the main evidence; notes are for the patterns behind the work that are worth saying plainly.

Current themes

What I keep returning to.

Decision systems How product work changes when the goal is not only a better interface, but better judgment under complexity.

Human-controlled automation Explanation, control, approval, auditability, and recovery in AI and product systems.

Evidence into direction Why research, feedback, metrics, and product signals only become useful after they become choices.