AN INTEGRATED APPROACH
The Design-Build-Test-Analyze-Learn (DBTAL) cycle guides our work as we improve the performance of the microbes we engineer. Our algorithms generate specific proposed designs for biological systems, which we then build and test in our factory. Using our proprietary software, we analyze the data to identify areas of interest to further refine our design strategy for subsequent DBTAL cycles. The integration of machine learning and biology allows us to systematically and efficiently explore the design space. We thereby obtain breakthrough results that are not always foreseeable, but nonetheless achievable and repeatable as a function of our integrated DBTAL approach.