Writing

Scratch an itch and build it.

Ten minutes of spec, twenty-two minutes of build, and three thoughts on where one-shot development is heading.

Passed the Microsoft AI Transformation Leader exam — business, people, and technology in one syllabus.

Five specialized agents across 100+ repositories, compounding what they learn about how systems actually connect.

Six hours, an eleven-phase plan, and four lessons about how architecture changes in the age of coding agents.