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@ferim.shots

photoMD · tier C

ferim.shots · 1,509 followers · 2026-02-23 09:31 · 13 images

https://www.tiktok.com/@ferim.shots/video/7609990886117608712
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eagle · fetched 2026-07-26 08:28 · 2.0 MB downloaded · 13 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.

#rangerover #fyp #xyzbca #svr

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.

7 2 P) 5 = 2 MD | MD

rtx5070-16 · 20 chars · 2 frames

Hashtags
#fyp#xyzbca#rangerover#svr