@topauto_md

videoMD · tier B

topauto_md · 8,630 followers · 2026-07-01 13:32 · 9s

Audio track (26.0 KB), what ASR actually heard

16 kHz mono Opus. Ogg Opus does not play in Safari; Chrome and Firefox are fine.

eagle · fetched 2026-07-26 05:44 · 751.2 KB downloaded · 1 keyframes

plays

2,441

likes

comments

Topic

vehiclesconf 0.90neutralcommercial

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

Entities

TOPAUTOALBISOARAmercedes

Keyphrases

VINZARI AUTOTOPAUTOmercedescabrio

gpt-4.1-nano · prompt v5 · $0.000120 · 2026-07-27 12:00

Caption

Author-written, as posted.

TOPAUTO📍ALBISOARA 3 VINZARI AUTO TOPAUTO #mercedes #cabrio #foryou #vinzariauto #TOPAUTO

Speech (ASR)

speechru 100%cyrillic

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

Ну что, брат, прощай.

rtx4090-24-01 · 21 chars · 3.0s speech of 9.0s

On-screen text (OCR)

easyocr

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

Congrats! MON 370

rtx4090-24-01 · 14 chars · 1 frames

Hashtags

#foryou#mercedes#cabrio#vinzariauto#TOPAUTO