AI-Native Engineering for Delivery Governance

AI-native engineering shifts the delivery bottleneck from manual code production to orchestration, review, and governance of agentic workflows. The article explains how AI-assisted code generation, automated documentation, code-review agents, AI-generated tests, CI/CD integration, and cloud-native architecture supported modernization of a logistics platform. It also shows why architecture oversight, security checks, and test coverage remain central when delivery speed increases. Technology leaders should evaluate AI-native engineering as an operating-model change, not just a developer productivity tool.