@iuliancik_p_957

videoMD · tier C

iuliancik_957 · 638 followers · 2025-12-21 14:01 · 11s

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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 слишком коротка, чтобы тратить на попытки понравиться каждому ❤️‍🩹 #creatorsearchinsight #жизнь #foryoupage❤️❤️ #смыс#улыбнись

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

#foryoupage#creatorsearchinsight#жизнь#улыбнись#смыс