@bercoflorentina

videoMD · tier C

❤️Flori❤️ · 1,799 followers · 2025-11-14 14:15 · 34s

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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.

#2021 #2022 #2023 #2024 #2025

Speech (ASR)

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

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

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Hashtags

#2021#2023#2024#2025#2022