Sudden Infant Death Syndrome (SIDS) remains a leading cause of post-neonatal mortality, often exacerbated by the rapid spread of health misinformation and cultural barriers to safe sleep practices. This paper proposes a novel framework for leveraging Artificial Intelligence (AI) avatars to deliver interactive, culturally responsive safe sleep education. By integrating generative synthetic media with community-specific health data, the proposed system aims to provide personalized, trustworthy, and accessible guidance to caregivers. We discuss the system architecture, including natural language processing (NLP) for misinformation detection and the use of embodied conversational agents (ECAs) to enhance user engagement. Early analysis indicates that AI avatars designed for specific cultures can greatly help people remember information and build trust in different communities, providing a way to effectively address the SIDS information crisis.