Furthermore, the application of GBGAs to explore ligands for Cu-and Ag-based catalysts in the Suzuki reaction revealed their potential to generate novel structures for different transition metals. Despite the challenges associated with the limited number of previously identified Cu-based catalysts, the GA successfully discovered 112 unique Cubased catalysts within the desired E range, demonstrating the versatility of the GA approach for exploring novel catalytic systems.