@willy.william10

photoMD · tier C

William ⚜️ · 8,671 followers · 2026-06-15 06:31 · 2 images

eagle · fetched 2026-07-26 08:28 · 526.6 KB downloaded · 2 images

plays

846

likes

103

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.

#france#audi#sportback#bolideallemand

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.

(Ф А5 | 0Ф2} А5 БУШШЕ:ТС 94 аатев;

m5-vision · 28 chars · 2 frames

Hashtags

#france#audi#sportback#bolideallemand