Fig. 4: Overview of automatic protein variants build and test.
From: Integrating protein language models and automatic biofoundry for enhanced protein evolution

a Workflow for protein variants build and test using biofoundry. b Flowchart showing different instruments and time used in the whole process which starts from preparing PCR reaction, and ends at data analysis. c Multiple layers of exception handling and data quality control for failed experimental steps.