Scientists have developed an advanced generative AI model trained on UK Biobank data capable of simultaneously predicting an individual's risk and timing of developing over 1,000 diseases up to 20 years in advance. Leveraging large language model architectures, the model integrates medical history, demographic, and lifestyle factors, enabling personalized, multi-disease prognoses. This breakthrough could transform preventive healthcare by enabling early interventions based on comprehensive risk forecasts.