@c.s.170615

photoMD · tier B

C.S.17☦️✝️ · 67 followers · 2026-07-24 10:46 · 3 images

eagle · fetched 2026-07-26 08:28 · 263.6 KB downloaded · 3 images

plays

1,657

likes

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.

Entities

hatfs

Keyphrases

your dream

gpt-4.1-nano · prompt v4 · $0.000092 · 2026-07-26 18:40

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-vision

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

[hatfs your dream? 'Trfasthumi | ш] М 17 %о9ч^^} 1

m5-vision · 47 chars · 2 frames