@serghei.izman1

videoMD · tier B

Serghei Izman · 346 followers · 2026-03-20 06:54 · 8s

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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.

#creatorsearchinsights #constructii #excavator

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

#creatorsearchinsights#constructii#Excavator