@nick.shots

videoMD · tier B

Nick 👽 · 13,881 followers · 2026-04-17 08:54 · 12s

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plays

7,923

likes

710

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.

This is the best color bmw has ever made #M4 #f82 #sanmarino #blue #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#blue#m4#f82#sanmarino