Abstract Enzyme engineering is limited by the challenge of rapidly generating and using large datasets of sequence-function relationships for predictive design. To address this challenge. we develop a machine learning (ML)-guided platform that integrates cell-free DNA assembly. cell-free gene expression. https://parisnaturalfoodes.shop/product-category/shine-serum/