Optimization-Driven and Generative-Assisted Adaptive Artificial Intelligence Systems: A Detailed Review of Methods, Architectures, and Governance. (2026). Global Journal of Sociology and Anthropology, 15(1), 1-4. https://www.ijpp.org/journal/index.php/GJSA/article/view/498