Nature Biomedical Engineering, Published online: 28 August 2026; doi:10.1038/s41551-026-01785-6 This Perspective argues that biological discovery and drug development should be linked in a continuous data feedback loop that iteratively refines therapeutic hypotheses, drug design and patient stratification across discovery and clinical stages.