@billy7777

videoMD · tier dormant

😈 · 1,780 followers · 2019-11-17 23:24 · 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.

plays

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220

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.

#mercedes 💪🏻 #bmw 👎🏻 😂

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

#bmw#mercedes