Researchers in Germany have developed a comprehensive fitness model that forecasts the evolution of SARS-CoV-2 by integrating genetic, epidemiological, and immunological data. The study emphasizes the role of population immunity in shaping viral mutations and provides valuable insights into the emergence of new variants.