@twid put Jev 1.14 on a doorbell→Discord pipeline: person-in-frame checks hit 23/23 in ~200ms, then Box crops for captions.

Product integration. The post compares an old Gemma+DeepSeek caption pipeline (14/23 people, missed mail carrier) to TypeSafe jev 1.14 asking “is a person in this frame?” across 4 frames (23/23, zero false alarms, ~200ms) plus Box crops so Gemma describes better (21/23); concept to live in under an hour at about $0.00008 per event.