@amateur.editsss

videoMD · tier B

Amateur😶‍🌫️ · 1,090 followers · 2026-04-04 21:29 · 14s

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plays

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likes

48,895

comments

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5,575

Topic

Fixed taxonomy enforced as a schema enum. Prose instructions did not hold, and label drift makes week-over-week comparison meaningless.

Not tagged yet; the sweep is still running.

Caption

Author-written, as posted.

Pure rarity #e38#hamman#md#edit#creatorsearchinsights

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

#edit#md#creatorsearchinsights#e38#hamman