This platform provides AR overlays layered onto real-world views through tablets or glasses to train in-home caregivers. It guides them on effectively assisting elderly individuals with therapy routines learned from the smart mirror data, proper techniques, and subtle cues to watch for, improving care quality and reducing caregiver burnout, leading to better aging at home.