Thinking and rethinking data AI readiness

Nature Machine Intelligence, Published online: 24 July 2026; doi:10.1038/s42256-026-01288-8 Training machine learning models on high-quality biological datasets can quickly produce abundant results. But as datasets often evolve over time, further work is required to update models and maintain alignment between models and datasets.