@bivol.d

videoMD · tier C

Dmitry Bivol · 1,375,752 followers · 2026-03-26 04:08 · 23s

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plays

2,404,425

likes

290,256

comments

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5,350

Topic

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

Another day #bivol

Speech (ASR)

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

Not transcribed yet.

On-screen text (OCR)

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

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Hashtags

#bivol