@samauto_12

photoMD · tier B

SAM-AUTO · 439 followers · 2026-05-26 05:52 · 4 images

eagle · fetched 2026-07-26 08:28 · 983.2 KB downloaded · 4 images

plays

5,630

likes

comments

Topic

vehiclesconf 0.90positivecommercial

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

Entities

Aodi-Ag SDLA MD LHK

Keyphrases

#viral#vinzare#auto#top#quattro

gpt-4.1-nano · prompt v4 · $0.000103 · 2026-07-26 18:38

Caption

Author-written, as posted.

#viral #vinzare #auto #top #quattro

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)

easyocrcyrillic

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

Aodi-Ag SDLA MD LHK 010 5952222 As 4 | ( (? "о 2019 ~

rtx5070-16 · 53 chars · 2 frames

Hashtags

#viral#top#vinzare#auto#quattro