@hawjahja

photoMD · tier B

𝖁𝖊𝖗𝖙ï𝖝 · 9 followers · 2026-07-19 14:20 · 5 images

eagle · fetched 2026-07-26 08:28 · 797.6 KB downloaded · 5 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.

#creatorsearchinsights #alightmotion #edit #capcut #cars

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.

Bertix | Sertix

m5-vision · 6 chars · 2 frames

Hashtags

#CapCut#edit#cars#creatorsearchinsights#alightmotion