provenance
Provenance Density: Fixing the AI Transparency Penalty
New research argues binary 'Made with AI' labels trigger a 'transparency penalty' that hurts creators. The proposed fix: visualizing granular provenance density instead of blunt AI badges, reshaping how digital authenticity is communicated.