Introduction: Digital Diet Guidance Meets Cardiovascular Health As digital health tools proliferate, large language models (LLMs) and retrieval-augmented generation (RAG) offer promising avenues to deliver scalable, guideline-based nutrition information for cardiovascular disease (CVD) prevention. Grounded in the American Heart Association’s (AHA) dietary recommendations, these technologies aim to translate complex nutrition science into accessible advice that…