Google AI Research developed GlucoFM, a foundation model designed specifically for continuous glucose monitoring data. The model identifies glycemic patterns across diverse patient populations more accurately than traditional methods. This specialized architecture allows clinicians to predict hypoglycemic events faster. It moves medical AI from general-purpose LLMs toward domain-specific biological foundations.