@kd_mar1us

videoMD · tier B

Kd_Mar1us · 435 followers · 2026-06-19 12:57 · 8s

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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 #kendamatricks #4tapjugglein @Kd.Lucaa @Kd.Denis @kdAndrei🜲 @VaDiM_kd @Dar1uskd @👾𝗞𝗱𝗺𝗶𝗵𝗮𝗶👾 @Iustin.kd1 @max @kd_nick

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#kendamatricks#4tapjugglein