@revseb_crew_shots

photoMD · tier C

RevSeb_Crew_shots · 114 followers · 2026-03-09 18:46 · 4 images

eagle · fetched 2026-07-26 08:28 · 1.4 MB downloaded · 4 images

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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

BMWM4M4 Competition

Keyphrases

bmwbmwmotorsportm4m4competition

gpt-4.1-nano · prompt v5 · $0.000122 · 2026-07-27 13:01

Caption

Author-written, as posted.

#bmw #bmwmotorsport #fyp #m4 #m4competition @𝑹𝑺𝑪® @Liviu.spots @Gaby_clips

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.

MD XKS 126 REVSEBCREW | HoLZ q1 MD, XKS 126 REVSEBCREW

m5-vision · 41 chars · 2 frames

Hashtags

#fyp#bmw#bmwmotorsport#m4#m4competition