The computation of one CMA-ES trajectory starting from a founder containing 450 atoms and running for up to 1000 generations, with population size λ = 100, required only between one and three hours on one NVIDIA A40 GPU with 46 GiB memory when utilizing MACE full , depending on early stopping. For that reason, it was possible to freely explore various founders to then select highlights for further investigation using DFT.