Larger leaves, bigger cells, and faster vegetative growth are familiar advantages of triploid poplars, but the molecular logic behind these traits has remained difficult to explain. A new study identifies a feed-forward loop (FFL) involving PpnGATA8, PpnGRF5, and PagXTH9 that helps convert polyploid gene dosage into enlarged leaf cells and improved photosynthetic performance.