@nikoly._01

videoMD · tier C

Nicoleta💙💙 · 5,973 followers · 2026-02-17 15:39 · 15s

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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.

am încercat si noi tredul💙😘 #trendingvideo #ajungempeforyou #foryoupageofficiall #foruyou #arabcomedy

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

#foruyou#trendingvideo#foryoupageofficiall#ajungempeforyou#arabcomedy