@pos7ica_777stefan

videoMD · tier C

pos7ica_stefan.4x4 · 1,294 followers · 2025-11-16 19:34 · 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.

Ofroad4x4 #ofroad #4x4 #4x4offroad #rusia🇷🇺 #cfmoto @Postica Oleg @Evacuator_Auto7 @Igoras

Speech (ASR)

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

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Hashtags

#cfmoto#4x4#rusia#ofroad#4x4offroad