@_artiomcyk_

videoMD · tier C

_artiomcyk_ · 3,976 followers · 2026-06-11 09:06 · 12s

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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.

offf no helmet no respect video era la inceput cind deabia incepem sa sar mai tare 4 luni in urma 😂😭 #save #fail #mtb #saveorfail

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

#mtb#save#fail#saveorfail