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@negru_23

photoMD · tier A

Negru · 3,404 followers · 2026-07-19 08:41 · 8 images

https://www.tiktok.com/@negru_23/video/7664156487048056084
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eagle · fetched 2026-07-26 08:28 · 2.0 MB downloaded · 8 images

plays
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Topic
vehiclesconf 0.90neutralcommercial
Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.
Entities
CREDITSCHIMB
Keyphrases
CREDIT/SCHIMBDIESEL

gpt-4.1-nano · prompt v4 · $0.000099 · 2026-07-26 18:03

Caption
Author-written, as posted.

CREDIT/SCHIMB 069659000

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

HO MWD: 136 70.000km DIESEL' MD MWD: 136 | MD MWD: 136

m5-vision · 54 chars · 2 frames