Bryophytes are a widespread group of land plants that occupy nearly all biomes, yet their genetics and evolutionary history have long remained underexplored. Now, a study that generates extensive genomic data for bryophytes highlights de novo gene formation and horizontal gene transfer as key forces that shape bryophyte diversity and adaptation.