@vlad_official035

videoMD · tier B

V\ad_Media · 658 followers · 2026-03-30 10:54 · 8s

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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.

x4m comp@Marius123 @🌹 #viral #fyyyyyyyyyyyyyyyy #caredit #bmw #x4m

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

#viral#bmw#fyyyyyyyyyyyyyyyy#x4m#CarEdit