@_den1s.077_

videoMD · tier C

_den1s.077_🔹 · 2,751 followers · 2024-09-01 11:31 · 11s

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This post falls outside the fetch window; media covers 2026-06-25 onward. The stored CDN links expire after ~24h and cannot be used instead.

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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.

#BMW #E39 #530d #m57 #mpacket #bmwlove #bmwmotorsport #recommendations #fyp #foryou #LJN753

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

#foryou#fyp#recommendations#bmw#bmwlove#bmwmotorsport#e39#m57#530d#mpacket#LJN753