@avant_md01

photoMD · tier B

Avant · 1,184 followers · 2026-05-07 13:58 · 3 images

eagle · fetched 2026-07-26 08:28 · 1.6 MB downloaded · 3 images

plays

1,725

likes

109

comments

Topic

vehiclesconf 0.90neutral

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

Entities

BMWMKA

Keyphrases

#mka#m4#m4f82#bmw#moldova

gpt-4.1-nano · prompt v4 · $0.000101 · 2026-07-26 18:27

Caption

Author-written, as posted.

#mka #m4 #m4f82 #bmw #moldova

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.

Yol LAIG8] MD Avant md MKA | Avant_md KUMH@ " OHIOIA

rtx5070-16 · 52 chars · 2 frames

Hashtags

#moldova#bmw#m4#m4f82#mka