As our population gracefully ages, the specter of falls among older adults looms larger on the public health horizon. The World Health Organization (WHO) reports that falls rank as the second leading cause of accidental fatalities among seniors worldwide, with an estimated one in three older adults experiencing such incidents annually. This alarming trend has prompted a paradigm shift in healthcare settings and senior living communities, where AI technology is now being embraced as a cornerstone of fall prevention initiatives.