@kdddddd.1

videoMD · tier C

kdddddd.1 · 412 followers · 2026-04-13 20:34 · 20s

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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.

#mercedes #sclass #bmw #x5 #series7

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#x5#mercedes#series7#sclass