Nature Machine Intelligence, Published online: 28 August 2026; doi:10.1038/s42256-026-01299-5

AI integration in Earth system models enhances prediction and modelling capabilities but also amplifies challenges for reproducibility. This Perspective introduces a framework for assessing reproducibility and provides practical ways to strengthen reproducibility in hybrid Earth system models.