@oxevlad

videoMD · tier C

Vlad☺️ · 1,513 followers · 2026-05-07 19:44 · 13s

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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.

#dog #foryou #england🇬🇧 #malinois #❤️❤️❤️

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

#foryou#dog#england#malinois