Fall alerts in milliseconds — patient video never leaves the room. Patient falls cost $30K+ per incident in extended stays, injuries, and liability; network lag means alerts arrive too late. Improve alert latency from 850 to 120 with edge mode inference.

One virtual nurse, twelve rooms — edge does the watching. 1:1 human sitters for high-risk patients bankrupt depleted nursing budgets while coverage gaps persist on night shifts. Improve sitter staffing ratio from 1:1 to 1:12 with hybrid inference.