@nikolai.boltaga

videoMD · tier C

Nicolai · 6,711 followers · 2025-12-17 15:36 · 62s

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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.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

#PaidPartnership #LIVEWithLessFollowers #LIVEIncentiveProgram

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

#LIVEIncentiveProgram#PaidPartnership#LIVEWithLessFollowers