@mot_nick_

videoMD · tier C

N.I · 628 followers · 2025-09-11 13:58 · 15s

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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.

#bmw #recommendations #bmwclub #g30

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

#recommendations#bmw#bmwclub#g30