The AI diet avatar system integrates continuous glucose monitors (CGMs), sleep and heart rate data from smart rings or watches, and personal diet logs to generate a highly personalized digital twin and provide specific dietary recommendations based on the user's current blood glucose fluctuations, sleep quality, and stress levels.