Damian R. Southwick. “Intelligent Automation and Predictive Governance in AI-Driven DevOps and Data-Centric Maintenance Ecosystems”. The American Journal of Interdisciplinary Innovations and Research, vol. 8, no. 2, Feb. 2026, pp. 26-34, https://theamericanjournals.com/index.php/tajiir/article/view/7406.