@carbox07

photoMD · tier B

CarBox · 6,141 followers · 2026-07-18 07:16 · 9 images

eagle · fetched 2026-07-26 08:28 · 3.9 MB downloaded · 9 images

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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

fordfocusNobil Auto

Keyphrases

vanzareautomobil2017119.000km

gpt-4.1-nano · prompt v5 · $0.000123 · 2026-07-27 12:59

Caption

Author-written, as posted.

#ford #focus #vanzare #chisinaumoldova🇲🇩 #recommendations

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-visioncyrillic

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

AUTOMAT SI CUMPARA UNUL NOU LA NOBIL AUTO AI DIN CE ALEGE 1.0/125cp 2017 Э>>>>> 119.000km | UITA DE AUTOMCBILUL VECHE MD l MZM® 818 AUTO

m5-vision · 136 chars · 2 frames

Hashtags

#recommendations#chisinaumoldova#vanzare#ford#focus