An AI–Digital Twin Approach to Closed-Loop Risk-Aware Resource Orchestration. Applied Artificial Intelligence Research, [S. l.], v. 2, n. 4, p. 1–21, 2026. DOI: 10.65455/y5yrhx81. Disponível em: https://journal.innoviair.cn/index.php/AAIR/article/view/135. Acesso em: 3 nov. 2026.