When Engineering Leaders Stop Coding

As engineering leaders migrate toward AI-assisted development and management duties, their hands-on coding skills deteriorate in ways they rarely acknowledge. This essay provokes a crucial debate: is this shift toward AI tooling and away from direct system work an inevitable evolution, or a dangerous erosion of the technical foundations that make engineering leadership effective? Understanding this tension matters for anyone navigating the changing landscape of technical careers.