@ytmilion

photoMD · tier C

S.i · 1,387 followers · 2026-06-16 12:25 · 1 images

eagle · fetched 2026-07-26 08:28 · 62.4 KB downloaded · 1 images

plays

3,840

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comments

Topic

crime_incidentsconf 0.80negative

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

Keyphrases

fac crimescapamendaplimbare

gpt-4.1-nano · prompt v4 · $0.000095 · 2026-07-26 18:35

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.

Altii fac crime și scap dar nouă ne da amenda Pentru doar o plimbare

m5-vision · 68 chars · 1 frames