@serhgeigodoroja

photoMD · tier B

Serghei 776 · 6,318 followers · 2026-07-11 15:05 · 1 images

eagle · fetched 2026-07-26 08:28 · 38.8 KB downloaded · 1 images

plays

355

likes

comments

Topic

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

Keyphrases

БУДЬТЕ СЧАСТЛИВЫ

gpt-4.1-nano · prompt v4 · $0.000097 · 2026-07-26 18:11

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)

macos-visioncyrillic

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

Люди! БУДЬТЕ СЧАСТЛИВЫ. ... так от вас вреда меньше

m5-vision · 51 chars · 1 frames