content-integrity

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Experimental data and technical audit of LLM content detectors (GPT-5, Claude 4) vs. humanization algorithms.

A minimal, open-labeling system to disclose AI involvement in text and images across social media and content platforms.

ai transparency ethics disclosure open-standard content-integrity

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