@winsof.1

videoMD · tier C

𝙽𝚒𝚔𝚒𝚝𝚘𝚜🪽 · 1,817 followers · 2026-04-21 18:09 · 16s

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This post falls outside the fetch window; media covers 2026-06-25 onward. The stored CDN links expire after ~24h and cannot be used instead.

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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.

@︎ ︎ ︎ ︎ ︎debik÷б @DD_dd @𝓣𝓲𝓶𝓸𝓼𝓱𝓪 @ПЁТР #мотобратья

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

#мотобратья