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A new Science study presents βEvoββa machine learning model capable of decoding and designing DNA, RNA, and protein sequences, from molecular to genome scale, with unparalleled accuracy. Evoβs ability to predict, generate, and engineer entire genomic sequences could change the way synthetic biology is done