Nature Reviews Genetics, Published online: 05 February 2026; doi:10.1038/s41576-026-00940-8In this Journal Club, Angela Ruohao Wu highlights a 2012 paper by Karr et al. that exemplifies the value of 'rule-based' mechanistic models in biology, prompting questions about the future of predictive biological modelling in the current era of artificial intelligence.