@18.n_i_c_o_l_e_t_a_1

videoMD · tier B

🤍Nikoleta👼 · 4,029 followers · 2026-06-12 20:07 · 14s

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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.

#italia🇮🇹❤️ #vacation #❤️💋❤️💥🥰❤️ #foryyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy

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

#vacation#italia#foryyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyyy