@bivol.d

photoMD · tier C

Dmitry Bivol · 1,375,752 followers · 2025-02-26 17:51 · 4 images

eagle · fetched 2026-07-26 08:28 · 325.1 KB downloaded · 4 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.

Let it stay here! #Bivol #riyadhseason

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)

easyocrcyrillic

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

оцэ5 | RNo RNo RNo RNC 042u-4}

rtx4090-24-02 · 30 chars · 3 frames

Hashtags

#bivol#riyadhseason