@dereniovilie

videoMD · tier C

Ilie CustomUngheni · 2,344 followers · 2026-04-22 17:33 · 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.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

#ambiente #x1 #bmwx1 #ungheni 068282918

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

#Ungheni#ambiente#x1#bmwx1