@1ulianmunji

photoMD · tier C

iulianmunji · 433 followers · 2026-03-19 19:09 · 1 images

eagle · fetched 2026-07-26 08:28 · 1.2 MB downloaded · 1 images

plays

14,263

likes

310

comments

Topic

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

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

#vag #volkswagen #audi #porsche #🇲🇩

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.

BaroBogbI, BBI Tqe?? Md 0J0 477

rtx4090-24-02 · 31 chars · 1 frames

Hashtags

#volkswagen#porsche#audi#vag