@calambur2.1

videoMD · tier C

calamburshows · 7,551 followers · 2026-04-25 07:17 · 101s

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plays

19,428

likes

1,103

comments

171

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.

#calambur #fyyyyyyyyyyyyyyyy #viral #fyp

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

#viral#fyp#fyyyyyyyyyyyyyyyy#calambur