AAV gene therapy usually gets one shot before neutralizing antibodies lock the door. A Tianjin-Harbin team used protein language models to design peptides that mimic the viral shell, drawing antibodies off the real vector. In mice it worked only with an antibody-cleaving enzyme doing the heavy lifting.