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In a groundbreaking effort to redefine healthcare, the National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK) is spearheading a workshop focused on the integration of Artificial Intelligence (AI) and Machine Learning (ML) in precision medicine, specifically targeting diabetes and other chronic diseases. This initiative aims to leverage recent advancements in AI, including generative AI and Large Language Models (LLMs), to innovate biomarker development, drug discovery, and diagnostics.