Editor’s Note: The following is an article written for and published in DZone’s 2026 Trend Report, Generative AI: From Prototypes to Production, Operationalizing AI at Scale. This playbook provides a tactical framework for engineering, security, and product leaders to deploy generative AI responsibly. Safe adoption requires clear boundaries, repeatable controls, and verifiable evidence rather than case-by-case