This technology employs passive, compliance-free sensors integrated into beds and living environments to continuously monitor elderly individuals’ blood pressure, sleep stages, body composition, and movement patterns. It aims to predict daily behavior changes, estimate fall risk, and provide actionable insights to caregivers without requiring active user participation. The system builds on existing patents and includes plans for piloting in nursing homes, targeting improved patient outcomes and reducing healthcare costs associated with falls and other age-related conditions.