@samauto_12

photoMD · tier B

SAM-AUTO · 439 followers · 2026-03-28 16:03 · 5 images

eagle · fetched 2026-07-26 08:28 · 2.1 MB downloaded · 5 images

plays

7,889

likes

141

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

Mercedes BenzMD SAM 12

Keyphrases

Se vinde MD SAM® 12Mercedes E Class 20234x42.0 benzin

gpt-4.1-nano · prompt v4 · $0.000106 · 2026-07-26 18:38

Caption

Author-written, as posted.

#viral #tiktok #chisinau #tiktok #mercedesbenz

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.

Se vinde MD SAM® 12 | Mercedes E Class 2023 4x4 2.0 benzin = 255 MD SAM 12

rtx4090-24-01 · 71 chars · 2 frames

Hashtags

#tiktok#viral#chisinau#mercedesbenz