@v999rs

photoMD · tier C

VRS · 151 followers · 2026-07-10 11:07 · 4 images

eagle · fetched 2026-07-26 08:28 · 422.4 KB downloaded · 4 images

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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

Volvo XC40

Keyphrases

vanzareautoautosellcarmedia

gpt-4.1-nano · prompt v4 · $0.000100 · 2026-07-26 18:20

Caption

Author-written, as posted.

pentru mai multe informații în privat🔥 #vanzareauto#auto#sell#md#carmedia

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.

VÂND SAU SCHIMB VOLVO XC40 2021 4-4 EXHIPARE FULL | XC 40

m5-vision · 57 chars · 2 frames

Hashtags

#md#auto#sell#vanzareauto#carmedia