Introduction: The Promise and Peril of AI in Cardiovascular Nutrition As digital health tools proliferate, large language models (LLMs) and generative AI offer the potential to scale evidence-based nutrition education for cardiovascular disease (CVD) prevention. Grounded in the American Heart Association’s (AHA) guideline framework, these technologies aim to improve health literacy while ensuring information reliability.…