@mka_pr0d

videoMD · tier C

￴￴￴￴ ￴￴ ￴￴￴￴ ￴￴ ￴￴￴￴ ￴ ￴ · 571 followers · 2026-05-07 14:56 · 20s

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This post falls outside the fetch window; media covers 2026-06-25 onward. The stored CDN links expire after ~24h and cannot be used instead.

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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.

какая же она красивая😍 ##Mka##m5f10##montecarlo##kultura##chill

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

#chill#montecarlo#kultura#m5f10#mka