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editorial systems

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A statistical text signal passing through Violet's editorial integrity process

Sep 9, 2026

You Cannot De-Watermark Prose: The Science Behind AI Text Provenance

Why synonym shuffling cannot guarantee clean provenance—plus RAID measurements of 11 attacks collapsing AI detectors, and Violet's integrity protocol.

AI provenance AI research editorial systems

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