@1ulianmunji

photoMD · tier C

iulianmunji · 433 followers · 2026-06-07 20:52 · 4 images

eagle · fetched 2026-07-26 08:28 · 2.4 MB downloaded · 4 images

plays

3,260

likes

218

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

g42apexm240i

Keyphrases

#g42#apex#m240i

gpt-4.1-nano · prompt v4 · $0.000101 · 2026-07-26 18:06

Caption

Author-written, as posted.

#g42 #apex #m240i

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.

[ { х (Ш $@ЁЦЙТО?_Е а | 'аз} {ее] уо< саг! ш [9 [8 01 477 е1

rtx4090-24-01 · 60 chars · 2 frames

Hashtags

#g42#m240i#apex