@octavian_matei

photoMD · tier C

octavian_matei · 159 followers · 2026-06-29 23:47 · 6 images

eagle · fetched 2026-07-26 08:28 · 1.2 MB downloaded · 6 images

plays

4,718

likes

298

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

BMWF82

Keyphrases

#bmw#f82

gpt-4.1-nano · prompt v4 · $0.000096 · 2026-07-26 18:05

Caption

Author-written, as posted.

#bmw #f82

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)

easyocrcyrillic

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

MD OCT 7 Autospoco SRL BMWEMINMoooa (373 2112 100 | 7е

rtx4090-24-02 · 54 chars · 2 frames

Hashtags

#bmw#f82