@marat_ktm85

photoMD · tier C

marat_ktm85 · 2,637 followers · 2026-04-10 20:16 · 1 images

eagle · fetched 2026-07-26 08:28 · 79.6 KB downloaded · 1 images

plays

488

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comments

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.

#bmwmotorsport #Кауо #yamaha #bmwx5mcompetition #bmwmperformance

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.

P 20 min REZERYAT

m5-vision · 10 chars · 1 frames

Hashtags

#bmwmotorsport#yamaha#BMWMPerformance#bmwx5mcompetition#Кауо