@usernumber528

videoMD · tier C

number#1 · 1,626 followers · 2025-11-17 14:16 · 215s

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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.

#book #books #BookTok #booktoker #bookhaul

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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Hashtags

#books#BookTok#book#booktoker#bookhaul