@nikitaguler

videoMD · tier B

Никита Гулер · 1,490 followers · 2026-02-12 18:57 · 24s

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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.

#creatorsearchinsights #GNV METAL #balustrade ##portimetalice #portilacomanda

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

#creatorsearchinsights#balustrade#portilacomanda#GNV#portimetalice