Artificial intelligence-driven dynamic regulation for high-efficiency gentamicin C1a production

The industrial biosynthesis of complex antibiotics such as gentamicin C1a requires precise, dynamic control of microbial metabolism. In this study, an artificial intelligence (AI)-driven control framework was developed that deeply...