@marceltofan343

videoMD · tier C

Marcel Tofan343 · 4,205 followers · 2025-06-27 17:17 · 9s

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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.

@viktoria.gonceariuc #tofanfamily #❤️ #fericireamea❤️🙏 #foryour

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

#foryour#fericireamea#tofanfamily