@vlad.mtb3

photoMD · tier C

That one Trek · 209 followers · 2025-11-22 16:36 · 4 images

eagle · fetched 2026-07-26 08:28 · 1.4 MB downloaded · 4 images

plays

975

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

MAGURA Brake CaliperMAGURA Brake Pads

Keyphrases

Brake CaliperBrake PadsFlat MountSport 7.S MT4/MT8 SLblack

gpt-4.1-nano · prompt v5 · $0.000127 · 2026-07-27 13:05

Caption

Author-written, as posted.

#fy #fyp #elbruso #fyyyyyyyyyyyyyyyy #foryou

Speech (ASR)

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

Photo post: no audio track exists, so ASR never runs. OCR is the only channel.

On-screen text (OCR)

easyocr

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

MAGURA Brake Caliper MAGURA Brake Pads Flat Mount for Sport 7.S MT4/MT8 SL | black 79,50 € 17,50 € 66 10€ 60€ 8 De vanzare piese lr 28487 | 20€ 8

rtx4090-24-01 · 145 chars · 2 frames

Hashtags

#foryou#fyp#fy#fyyyyyyyyyyyyyyyy#elbruso