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@morari_liviu

photoMD · tier C

Liviu Morari · 148,884 followers · 2026-03-14 17:24 · 8 images

https://www.tiktok.com/@morari_liviu/video/7617163550540287250
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eagle · fetched 2026-07-26 08:28 · 3.8 MB downloaded · 8 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.

No caption. True for 83.6% of the corpus.

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.

3; , !

rtx4090-24-01 · 6 chars · 2 frames