Real Demand, Hard Physics: Fall Detection Has Learned to Ignore the Toilet

Why elderly fall alarms are a real need, why four bathroom scenes (toilet, shower, appliances, wind-blown cloth) defeated naive radar, and how the false-alarm problem was solved at the algorithm layer.