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Species radiations can be driven by both adaptive and non-adaptive processes, but the relative importance of these drivers is unknown. Here, Nevado et al. show that multiple radiations in the New World lupins were associated with genome-wide accelerations in both coding and regulatory evolution, suggesting a strong influence of adaptive processes.