Introduction Software engineering is undergoing its most significant transformation since the rise of cloud computing. As enterprises accelerate investments in generative AI, agentic workflows, and intelligent automation, understanding AI-native architecture is becoming a strategic capability for technology leaders, architects, and engineering teams. In this guide, we explore what AI-native application engineering means, how it differs from traditional software development, the architectural patterns behind production-ready AI