@kosmos111

photoMD · tier B

kosmos111 · 6,121 followers · 2026-07-16 09:08 · 2 images

eagle · fetched 2026-07-26 08:28 · 1.1 MB downloaded · 2 images

plays

1,499

likes

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

MoldovaMercedes

Keyphrases

chisinaumoldovarecommendationsmersedes

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

Caption

Author-written, as posted.

#chisinaumoldova🇲🇩 #recommendations #mersedes

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.

БЫВАЕТ ТАК, ЧТО МАШИНА - НЕ ПРОСТО МЕТАЛЛ, А ЧТО-ТО РОДНОЕ | MD ZLO° 111

m5-vision · 72 chars · 2 frames

Hashtags

#recommendations#chisinaumoldova#mersedes