@k.llivia

photoMD · tier B

k.llivia · 138 followers · 2025-06-03 05:14 · 1 images

eagle · fetched 2026-07-26 08:28 · 597.9 KB downloaded · 1 images

plays

3,448

likes

comments

Topic

vehiclesconf 0.90positive

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

Entities

toyotaMercedesBMWAudi

Keyphrases

toyotaзверьпробки

gpt-4.1-nano · prompt v4 · $0.000100 · 2026-07-26 18:13

Caption

Author-written, as posted.

#toyota #зверь #пробки 🚗🥇

Speech (ASR)

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

Photo post: no audio track exists, so ASR never runs. OCR is the only channel.

On-screen text (OCR)

easyocr

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

Toyotazaurul meu dupa ce a depășit un Mercedes, Un BMW și un Audi care erau parcate uatiiv 4a21a

rtx4090-24-01 · 96 chars · 1 frames

Hashtags

#toyota#пробки#зверь