Hands-on Again?

For a decade my advice to Engineering leaders was to stay out of the codebase and scale through people. AI changed that: a leader can now affect productivity and quality directly, with their own hands. Not by picking up production tickets, but by prototyping ahead of the team, strengthening the tooling everyone relies on, and building agents that continuously improve the organisation.