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@ionhropotinschi

photoMD · tier B

ionhropotinschi · 1,477 followers · 2026-07-18 11:34 · 2 images

https://www.tiktok.com/@ionhropotinschi/video/7663829951929486599
Image 1 of 2Image 2 of 2

eagle · fetched 2026-07-26 08:28 · 1.0 MB downloaded · 2 images

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Topic
vehiclesconf 0.70neutral
Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.
Entities
MDEF@ 919KVA MA
Keyphrases
882989 MD 480e EF@ 919Do BOCEMB MMAAMAPMOB BEMAEMD EFQ: 919 MD LSL 989

gpt-4.1-nano · prompt v5 · $0.000132 · 2026-07-27 05:03

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

882989 MD 480e EF@ 919 | KVA MA ooocood Do BOCEMB MMAAMAPMOB BEMAE; A 9 BCE EWE HA 97? < : ^ n 5 aCi MEGANE MD EFQ: 919 MD LSL 989 Molova AOT YEAOBEK TEG9 AGAI!

rtx4090-24-02 · 160 chars · 2 frames