In the long human effort to anticipate illness before it arrives, a research team has built a model called ALADYNOULLI that reads the body not as a collection of isolated diagnoses but as a web of interconnected tendencies unfolding across time. Drawing on genetic data and decades of health records from more than 683,000 people, the framework outperformed established clinical risk scores in predicting both near- and long-term disease onset. Published in Nature, the work suggests that the future of preventive medicine may lie not in asking what single disease a person might develop, but in unde