@bmw04428

videoMD · tier C

bmw044 · 597 followers · 2025-11-30 08:55 · 18s

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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.

#tiktok #night #crystal #ambient #bmw

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

#tiktok#bmw#night#ambient#crystal