AI-Native Engineering as an Operating Model

AI-native engineering is framed as a delivery model shift, not a tooling upgrade. The article explains how AI-assisted development, agent-first scoping, governed delivery, and measured outcomes change how software teams design, build, test, document, and evaluate work. It also emphasizes that speed only creates value when paired with ownership, defined scope, human decision points, and production metrics. Technology leaders should assess AI-native delivery as an operating-model decision that affects team roles, governance, pricing, and performance measurement.