A biological foundation model that unites DNA, RNA, and protein modalities and operates at molecular, systems, and genome levels of scale has been proposed. This model, called Evo, aims to accelerate the mechanistic understanding and generative design of complex molecular interactions Evo is a genomic foundation model that enables prediction and generation tasks from the molecular to genome scale.