@_mary_shaa_28

videoMD · tier A

✨️Mary_shaa✨️ · 3,280 followers · 2026-06-22 00:05 · 23s

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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.

#viral #tiktokviral #سرائیکی۔سونگ🌹✌️❣️ #سرائیکی۔سونگ🌹❣

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

#viral#tiktokviral#سرائیکی