@nikita_txrz

videoMD · tier B

N1kita_tx⚡ · 388 followers · 2026-05-03 06:14 · 18s

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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.

#foryou #bmw #stiu_ca_nu_o_sa__ajunga_pe_foryou #fyp

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

#foryou#fyp#bmw#stiu_ca_nu_o_sa__ajunga_pe_foryou