@stanislav5593

photoMD · tier C

STANISLAV · 2,634 followers · 2026-04-14 09:43 · 2 images

eagle · fetched 2026-07-26 08:28 · 2.4 MB downloaded · 2 images

plays

3,750

likes

124

comments

Topic

educationconf 0.80neutral

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

gpt-4.1-nano · prompt v5 · $0.000114 · 2026-07-27 05:04

Caption

Author-written, as posted.

No caption. True for 83.6% of the corpus.

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.

Ivllasculi de HYCOLE ERANCEZ,buni de pus in lucru disponibili

rtx4090-24-02 · 62 chars · 2 frames