@dereniovilie

videoMD · tier C

Ilie CustomUngheni · 2,344 followers · 2026-05-20 08:05 · 18s

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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.

0️⃣6️⃣8️⃣2️⃣8️⃣2️⃣9️⃣1️⃣8️⃣#faruricustom #ungheni #biled #x3 #BMW

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

#bmw#Ungheni#biled#X3#faruricustom