@liuba550

photoMD · tier B

👑Liuba👑 · 2,292 followers · 2026-06-20 13:11 · 1 images

eagle · fetched 2026-07-26 08:28 · 28.6 KB downloaded · 1 images

plays

349

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comments

Topic

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

Keyphrases

momentul perfectCreează-l pe al tău

gpt-4.1-nano · prompt v4 · $0.000096 · 2026-07-26 18:18

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.

Nu aştepta momentul perfect. Creează-l pe al tău. Сїива

m5-vision · 55 chars · 1 frames