@vlad_postolachi

photoMD · tier A

VLD888 · 3,904 followers · 2026-06-07 10:50 · 5 images

eagle · fetched 2026-07-26 08:28 · 4.4 MB downloaded · 5 images

plays

9,126

likes

499

comments

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

w212mercedesSMOTRARU

Keyphrases

#w212#mercedesfyp

gpt-4.1-nano · prompt v5 · $0.000117 · 2026-07-27 15:58

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)

macos-vision

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

VLD MD 888 SMOTRARU | HD TLD 888 SMOTRARU

m5-vision · 33 chars · 2 frames

Hashtags

#fyp#mercedes#w212