@marianaisiumbeli

videoMD · tier C

¥Mariana❤️🔥 · 3,065 followers · 2025-07-07 19:26 · 34s

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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.

#жизнь#эмодзи❤️

Speech (ASR)

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

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On-screen text (OCR)

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

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Hashtags

#жизнь#эмодзи