A neural network model from the Regev Lab deciphers the evolutionary past and future of gene regulation. The model, described in Nature, predicts how changes to non-coding DNA sequences affect gene expression and can be used to custom-design expression patterns in cells for industrial and pharmaceutical purposes, including potential treatments for cancer.