Nasution, X. 2025. Hybrid Supervised–Reinforcement Learning Framework for Adaptive Decision Intelligence in Dynamic Environments. International Journal of Recent Advances in Engineering and Technology. 14, 2 (Nov. 2025), 408–417. DOI:https://doi.org/10.65521/intjournalrecadvengtech.v14i2.2708.