@io.ne.lqq

photoMD · tier B

nela❤️ · 1,932 followers · 2026-07-17 07:59 · 1 images

eagle · fetched 2026-07-26 08:28 · 99.6 KB downloaded · 1 images

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Topic

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

Keyphrases

сейчас я выгляжу в 100 раз лучше чем 2 года назадя была в 100 раз счастливее

gpt-4.1-nano · prompt v4 · $0.000106 · 2026-07-26 18:16

Caption

Author-written, as posted.

#рекомендации #fippppppppppppppppp #vidossssssssssssssssssssssss #viralllllllllllllllllllllllllllllllllll #fipシviral

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.

сейчас я выгляжу в 100 раз лучше чем 2 года назад, но 2 года назад я была в 100 раз счастливее чем сейчас

m5-vision · 105 chars · 1 frames

Hashtags

#рекомендации#fipシviral#viralllllllllllllllllllllllllllllllllll#fippppppppppppppppp#vidossssssssssssssssssssssss