The realm of drug discovery has been significantly transformed by the integration computational techniques into design process. This review delves evolving landscape computer-aided design, focusing on latest innovations that are reshaping traditional paradigms engineering and optimization. We explore how in silico approaches, powered advances molecular modeling, machine learning, structural bio...