@kaps.auto1

videoMD · tier B

KAPS-AUTO · 5,906 followers · 2026-05-22 10:42 · 15s

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

20,552

likes

551

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.

#kapsauto #рекомендации #fyp #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.

No OCR result for this post.

Hashtags

#fyp#рекомендации#bmw#kapsauto