@nok1a_ff0

videoMD · tier B

😶‍🌫️. · 138 followers · 2026-06-10 22:03 · 38s

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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.

#vara @D1ma❤️🐊 @1gor officeal😘🤩🥷 #viraltiktok #fy #viper

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

#fy#viraltiktok#vara#viper