GitLab is betting a 19th-century economic theory will shape its AI era

GitLab is restructuring with layoffs, leadership changes, and product consolidation as it pivots toward AI-driven software development.

CEO Bill Staples says the platform is being redesigned for an agentic future, where AI systems handle planning, coding, testing, deployment, and fixes.

Humans would increasingly shift to oversight and orchestration rather than hands-on development.

GitLab’s strategy rests on Jevons paradox: if software gets cheaper to build, overall demand for software could expand rather than shrink.