@valy__18y

photoMD · tier dormant

valy__18y · 1,010 followers · 2025-08-18 08:36 · 2 images

eagle · fetched 2026-07-26 08:28 · 765.4 KB downloaded · 2 images

plays

3,651

likes

187

comments

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.

#lifan #150k

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.

Rul0NUL Criuleni

rtx4090-24-02 · 16 chars · 2 frames

Hashtags

#150k#lifan