Fig. 1: Conceptual overview of the pipeline proposed in this article.
From: Automated in vivo enzyme engineering accelerates biocatalyst optimization

This workflow aims at generating superior catalysts by combining the use of machine learning, growth-coupled selection, in vivo hypermutators, and high-throughput cultivations. Each part can be envisioned as a stand-alone module, which can, in principle, be connected using mobile robot units. Created with BioRender.com.