Smart drug delivery systems, which have gained significant attention in pharmaceutical research, enhance patient health by ensuring targeted therapeutic delivery . In the recent decade, artificial intelligence (AI) has demonstrated its capability in addressing complex challenges within pharmaceutical research, particularly in smart drug delivery, from the observable to the micro/nano scale - . These advanced drug delivery systems are designed to be self-regulating, responding to a range of stimuli associated with disease pathology , . limited research in this specific domain.