In this Section we describe our successful implementation of the end-to-end workflow for accelerating the molecular design process by coupling the approximate quantum chemical methods (i.e. DFTB), surrogate GCNN model, and the generative MLM used as mutation operator for the molecule generation, for minimizing the HOMO-LUMO gap as the target property.