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@samuraiauto.md

photoMD · tier B

samuraiauto.md · 5,786 followers · 2026-06-16 10:48 · 15 images

https://www.tiktok.com/@samuraiauto.md/video/7651943452569095444
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eagle · fetched 2026-07-26 08:28 · 4.3 MB downloaded · 15 images

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Topic
vehiclesconf 0.90positivecommercial
Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.
Entities
BMWG20 330eNardo Gray
Keyphrases
BMW 3 Series G20 330eNICIUN DETALIU REVOPSITPlug In Hybrid430 hp2020 RWDNardo GrayCognac Individual

gpt-4.1-nano · prompt v4 · $0.000122 · 2026-07-26 18:30

Caption
Author-written, as posted.

Bmw 3 Series G20 330e NICIUN DETALIU REVOPSIT M pack Uzina 2.0 Plug In Hybrid 430 hp 2020 RWD NARDO GRAY SALON COGNAC INDIVIDUAL Detalii/Info 060570708 #bmw #fyp #moldova🇲🇩 #vinzareaauto #foryoupage❤️❤️

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

Cel mai frumos G20 330e Din Moldova AQUS KTU 099 2.0 Plug In Hybrid RWD 430 hp Nardo Gray Cognac Individual | MD КТИ 099

m5-vision · 120 chars · 2 frames

Hashtags
#fyp#foryoupage#moldova#bmw#vinzareaauto