@sasha.spots1

videoMD · tier B

⃟ · 1,026 followers · 2025-12-13 16:11 · 14s

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plays

32,988

likes

2,334

comments

176

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.

Short edit #cartok #fyp #moldova #bmw #m5competition @Liviu.spots

Speech (ASR)

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

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

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Hashtags

#fyp#moldova#bmw#cartok#m5competition