@bogdan.src

videoMD · tier C

Bogdan · 754 followers · 2026-06-09 18:08 · 27s

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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.

Avsolute Beauty @⚔️🇲🇩crazy_freerider🇲🇩⚔️ 📸 #nukeproofbikes #fyppppppppppppppppppppppp #bikes #clean

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

#fyppppppppppppppppppppppp#clean#nukeproofbikes#bikes