Adaptive transfer experiments using an influenza hemagglutinin antigen-specific mouse model suggest that viral neuraminidase-activated TGF-β from Th1 cells guides Th17 evolution to promote protection from lung inflammation in severe influenza. Here, TGFB1 is linked to influenza.