@malai_777

photoMD · tier A

￴ ￴￴ ￴￴￴￴ ￴￴ ￴￴￴￴ · 73 followers · 2026-07-09 16:53 · 3 images

eagle · fetched 2026-07-26 08:28 · 238.6 KB downloaded · 3 images

plays

280

likes

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.

#BMW #M4COMP @🌪️ @🌚

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.

competition 9PH

m5-vision · 15 chars · 1 frames

Hashtags

#bmw#m4comp