AI-driven platform that creates living digital twins of cells to measure, model, and control cell growth, metabolism, and performance. Enables scientists and biomanufacturers to predict outcomes and deliver precise interventions to optimize growth, product quality, and yield using computational biology, machine learning, and lab validation.