@k0t0_belk

videoMD · tier A

k0t0_belk · 60,770 followers · 2026-06-24 22:17 · 131s

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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.

tg:@melk_kotobelk97 Если чего-то хотите, сделайте это) #природа #лес #днестр #река

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

#природа#днестр#лес#река