@dokexpert

videoMD · tier C

MOTIVatiON-EXP · 627 followers · 2026-05-08 19:00 · 67s

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plays

483,391

likes

20,634

comments

293

8,596

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.

#creatorsearchinsights #мотивация #жизнь #жизньпрекрасна #viral

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

#viral#creatorsearchinsights#мотивация#жизнь#жизньпрекрасна