@vlad_postolachi

photoMD · tier B

VLD888 · 3,904 followers · 2026-06-07 18:29 · 7 images

eagle · fetched 2026-07-26 08:28 · 3.6 MB downloaded · 7 images

plays

23,018

likes

898

comments

119

Topic

vehiclesconf 0.90neutral

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

Entities

Mercedes

Keyphrases

w212mercedesSmotraru

gpt-4.1-nano · prompt v4 · $0.000097 · 2026-07-26 18:10

Caption

Author-written, as posted.

#w212 #mercedes #fyp

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.

Sevinde mokdcel" ndddd 888 VLD Smotraru | 2016 ROGOB 38 Nmiakk VLD MD 888 SMOTRARU

rtx4090-24-01 · 82 chars · 2 frames

Hashtags

#fyp#mercedes#w212