2026. An AI–Digital Twin Approach to Closed-Loop Risk-Aware Resource Orchestration. Applied Artificial Intelligence Research. 2, 4 (Oct. 2026), 1–21. DOI:https://doi.org/10.65455/y5yrhx81.