As AI tools like GitHub Copilot automate routine tasks, individual contributors are taking on strategic responsibilities once reserved for managers, blurring traditional hierarchies. This shift promises greater autonomy but risks disconnecting engineers from system fundamentals, forcing organizations to rethink career ladders and leadership models.