@expert.giuvaier99

videoMD · tier C

Expert.giuvaier999 · 512 followers · 2026-05-16 17:32 · 19s

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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.

кулоны из натуральных камней в наличии #кристаллы #минералы #cristale #minerale #ametist

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

#Cristale#minerale#ametist#кристаллы#минералы