“Toward Autonomous and Self-Evolving E-Commerce: A Review of Multi-Agent Personalization, Customer Digital Twins, Constrained Generative Interfaces, and Safe Policy Learning”. Journal of Interdisciplinary Science & Technology, vol. 1, no. 3, Oct. 2026, pp. 104-10, https://onlinejist.com/index.php/jist/article/view/48.