@user2821194798115

videoMD · tier C

Johny36 · 1,531 followers · 2026-05-02 11:42 · 53s

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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.

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Caption

Author-written, as posted.

#creatorsearchinsights LIVEHACK!!!!!!!EFICIATA PRODUSULUI CARE NA PAZESTE DE INFILTRAREA DE APA👍👍👍👍👍👍👍👍👍👍👍👍👍👍👍👍👍#BETONARE #CALITATE 🦾🦾🦾🤝🦾

Speech (ASR)

faster-whisper large-v3-turbo behind Silero VAD, then a repetition filter.

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On-screen text (OCR)

EasyOCR for Latin script, macOS Vision for Cyrillic-suspect frames.

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Hashtags

#creatorsearchinsights#calitate#betonare