Engineering leaders are shifting toward AI-first software delivery by integrating coding agents and large language models directly into the development lifecycle. Successful implementation requires balancing innovation with engineering discipline, as AI amplifies existing technical foundations whether they are robust or flawed. Rather than using unsupervised agents, teams are finding success through structured pairing and automated verification to maintain code longevity.