@kojocari_27

photoMD · tier C

koj_29 · 3,206 followers · 2026-01-05 10:04 · 10 images

eagle · fetched 2026-07-26 08:28 · 5.8 MB downloaded · 10 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.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

#happy#nations#🐻

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.

m5-vision · 0 chars · 0 frames

Hashtags

#happy#nations