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videoMD · tier C

𝒩𝒶𝒹𝒾𝓊ş𝒶💋🐆 · 3,115 followers · 2026-05-11 17:35 · 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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Author-written, as posted.

#рекомендации ❤️

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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#рекомендации