GitLab CEO Bill Staples is restructuring the company around the theory that AI agents will dramatically expand software demand by lowering production costs. The platform is transitioning to a “machine-scale” architecture designed to help human developers orchestrate fleets of autonomous agents that code, review, and deploy software around the clock.