@vlad_postolachi

photoMD · tier B

VLD888 · 3,904 followers · 2026-06-15 16:48 · 6 images

eagle · fetched 2026-07-26 08:28 · 3.3 MB downloaded · 6 images

plays

14,559

likes

819

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

MercedesW212W212AMGAffalterbach

Keyphrases

w212w212amgmercedesHome of Driving Performance

gpt-4.1-nano · prompt v4 · $0.000106 · 2026-07-26 18:10

Caption

Author-written, as posted.

#w212 #w212amg #mercedes

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)

macos-vision

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

MD JuBeSk VLD 888 WAMS Affalterbach. Home of Driving Performance. | 1о 160 190 200 36 220 240 1700 260 Ок [5[/ € Фэс 25* 0

m5-vision · 70 chars · 1 frames

Hashtags

#mercedes#w212#w212amg