DuoGuard represents a significant advancement in elderly care monitoring systems, combining audio and motion detection through a dual-board TinyML implementation. This paper presents a comprehensive overview of our system, which achieves 90% detection accuracy while maintaining strict privacy standards through on-device processing. The solution addresses the critical need for non- invasive elderly monitoring systems that can provide reliable emergency detection while preserving dignity and independence.
