AI-Powered Elderly Monitoring System, this system uses AI to analyze human skeletal movements, specifically identifying falls among seniors and automatically issuing alerts to summon help. Our AI Smart Care System leverages Human Activity Recognition (HAR) technology, tailored for elderly care to boost safety and surveillance effectiveness. Its core features are: • Enhanced Privacy: Processes data using anonymized human skeleton models, preventing exposure of personally identifiable information. • Edge AI Processing: Performs computation locally to reduce delays, efficiently supporting setups with multiple cameras. • Intelligent Behavior Detection: Provides real-time identification of critical events such as falls or prolonged inactivity, notifying care staff promptly.