@_alex.photography_

videoMD · tier B

_alex.photography_ · 252 followers · 2025-12-16 13:29 · 14s

No local media for this post.

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

1,093

likes

134

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.

m4&m3cs . . . . . #bmw #bmwm3cs #bmwm4 #bmwmotorsport #m3cs #m4 #recommendations #moldova #bmwclub #bmwclubmoldova #fyp

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.

No OCR result for this post.

Hashtags

#fyp#recommendations#moldova#bmw#bmwmotorsport#m4#bmwm4#bmwclub#bmwclubmoldova#bmwm3cs#m3cs