@ke_777_d

videoMD · tier B

Karamalak_777 · 2,539 followers · 2026-05-26 20:14 · 20s

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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.

😑😑😑 #fyp #camry #машина #жизнь #karamalak_777

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

#fyp#жизнь#машина#camry#karamalak_777