Generative AI is transforming how teams build and operate cloud infrastructure, rapidly drafting Terraform configurations, proposing remediation plans, and clarifying complex systems. However, organizational success with AI will not be defined by code generation volume. Instead, it will hinge on making accurate, safe infrastructure and security changes throughout the entire lifecycle.