WHAT NEW IN X10.31 SAT

AI collections from X · 22 collections · 62,354 posts

jevPOST

Doorbell alert pipeline tests Jev 1.14 person detection

An old setup missed detections, but asking Jev "is a person in this frame?" caught 23 of 23 events in about 200ms, and the Box API then crops to the person for the description model.

twid
@twidArchived 15 days agoOriginally posted 2026.10.15
twid @twidOriginally posted 2026.10.15
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Tried @typesafeai’s jev 1.14 preview on my doorbell cam’s alert-to-Discord pipeline. My old setup: Gemma 4 26B describes the frame, then DeepSeek V4.1 Flash writes the caption. It caught only 14 of 23 people in recent motion events and missed the mail carrier. Asking jev “is a person in this frame?” across 4 frames of each event got all 23 in a test, with zero false alarms, in about 200 ms. (!) The new jev Box API then crops to the person, so Gemma can describe them far more reliably (21/23, up

x.com/twid/status/2110540947834769746Archived 2026.10.15 10:44