While AI coding assistants have revolutionized individual code refactoring—offering impressive speed and accuracy within isolated repositories—they fall short when applied to organizational-scale dependency management. This blog post explores the critical transition from "code transformation" to "distributed systems management," highlighting why current prompt-driven workflows are insufficient for modern, multi-repo environments.