Current role: Software Engineering Manager. Two teams merged into feature pods built for agentic AI coding. Velocity 50 to 100 story points.
- Domain knowledge as markdown, versioned in the repo
- Pairing and demos; skeptics convinced, not mandated
- Human in the loop by design
- Failing test first, agent fixes, tests verify
Learned: Tooling gains only reach delivery if the team structure lets them.