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@vlad_ss5

photoMD · tier C

vlad_ss5 · 1,438 followers · 2026-05-11 08:02 · 13 images

https://www.tiktok.com/@vlad_ss5/video/7638541545834138900
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eagle · fetched 2026-07-26 08:28 · 5.2 MB downloaded · 13 images

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

Not tagged yet; the sweep is still running.

Caption
Author-written, as posted.

#bmwm3competition #m3competition #bmwm5f90 #m5f90 #bmwclub

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.

LEE | @ UPPP

m5-vision · 5 chars · 1 frames

Hashtags
#m3competition#bmwclub#bmwm3competition#m5f90#bmwm5f90