Profluent introduces a new method which now incorporates structural and functional context to protein language models for conditioned design. The approach, termed proseLM (protein structure-encoded language model), was experimentally validated to be effective in improving gene editing activity and therapeutic antibody binding affinity, two complex functional protein design tasks with broad applications across biotechnological research