Introduction: Why AI-Native Engineering Is No Longer Optional Software engineering is undergoing one of the most important transformations since the rise of cloud computing. For decades, enterprise software development relied on a familiar pattern: engineers manually wrote code, QA teams validated releases, DevOps handled deployments, and architects managed infrastructure complexity. While tools evolved, the underlying workflow remained largely human-driven. That model is quietly changing. In