@hello.its.viola

videoMD · tier dormant

Hello it’s Viola · 12,768 followers · 2025-05-05 16:13 · 62s

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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.

#сша #україна🇺🇦 #u4u #лотереягринкард #украинцывсша #жизньвамерике #блог #эмиграция

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

#україна#сша#блог#эмиграция#украинцывсша#u4u#жизньвамерике#лотереягринкард