@ionelasurdu

videoMD · tier C

Ionela Surdu · 1,027 followers · 2025-08-20 10:12 · 15s

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plays

4,823

likes

355

comments

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.

🫠 #foryoupage #recommendations #bmw #bmwclub

Speech (ASR)

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

Not transcribed yet.

On-screen text (OCR)

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

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Hashtags

#recommendations#foryoupage#bmw#bmwclub