@danik_on_yt

photoMD · tier A

⚔️🇲🇩crazy_freerider🇲🇩⚔️ · 2,196 followers · 2026-07-08 07:21 · 2 images

eagle · fetched 2026-07-26 08:28 · 116.0 KB downloaded · 2 images

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likes

305

comments

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.

#scotvoltage @Vlad #creatorsearchinsights #viral #mtb @Bogdan

Speech (ASR)

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

Photo post: no audio track exists, so ASR never runs. OCR is the only channel.

On-screen text (OCR)

macos-visioncyrillic

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

IEPXM CTAKAH | 5 т Держы стакан

m5-vision · 27 chars · 2 frames

Hashtags

#viral#creatorsearchinsights#mtb#scotvoltage