@maxim.spots3

videoMD · tier C

Maxim.spots1 · 416 followers · 2026-05-27 15:48 · 15s

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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.

This seria 3😍😍😍#bmwmotorsport #seria3#@Sasha.spots @GBR @nikita.spots @Liviu.spots® @danu.spots.md @𝚜𝚜𝚃𝙼𝚔𝚊_😉

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

#bmwmotorsport#seria3