Nature Cancer, Published online: 18 September 2026; doi:10.1038/s43018-026-01240-0Zheng, Zheng, Wang, Zhang et al. developed CROWN, a universal visual foundation model for cytopathology, which they benchmarked on more than 200 real-world cytology tasks across cohorts, including lymph node metastasis and cervical screening datasets.