@vlad_ss5

videoMD · tier C

vlad_ss5 · 1,438 followers · 2026-06-16 11:52 · 6s

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plays

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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.

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Caption

Author-written, as posted.

#bmwm3competition #m3competition #bmwlife #bmw #цитаты

Speech (ASR)

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

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

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Hashtags

#bmw#bmwlife#цитаты#m3competition#bmwm3competition