@numedeuli0

photoMD · tier C

M · 39 followers · 2026-05-21 13:57 · 2 images

eagle · fetched 2026-07-26 08:28 · 82.7 KB downloaded · 2 images

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Topic

humor_memesconf 0.80neutral

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

Keyphrases

Real friends

gpt-4.1-nano · prompt v4 · $0.000093 · 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.

Real friends | 2 3 5 7 R 223632%%2 2ZZBZLE !? ?123 ‹ Română •

m5-vision · 61 chars · 2 frames