This work is the first published experimental validation for protein structure-guided de novo design with CLMs using RL to optimise a structure-based reward signal, constituting structure-implicit goaldirected generative design . Different structure-guided generative models have been experimentally validated . Most extensively the Chemistry42 commercial platform ; however, it pools the outcome of many generative models making it difficult to delineate the performance of individual algorithms.