Recently, researchers in the mathematical optimization community have focused on warmstarting genetic algorithms using various techniques. These studies highlight significant potential of the warm-start approach in enhancing the overall performance of genetic algorithms. However, in the CAMD community, despite the widespread use of genetic algorithms, their initialization still relies on intuition, and a systematic warm-start approach remains absent.