DREAMRESEARCHBUILDREALITY
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DP/D/003
As synthesis becomes cheap, provenance, verification, and responsible presentation must become product infrastructure.
Images, voices, documents, and claims can be generated at scale. People and institutions lack practical tools to know what to believe.
Trust is the substrate of markets, democracy, education, and relationships. If trust collapses, useful AI collapses with it.
Citizens, platforms, journalists, enterprises, educators, and anyone receiving digital claims.
Detection is an arms race; provenance UX is weak; labeling is inconsistent; explanations rarely reach non-experts.
How should trust work when any image, voice, or document can be generated?
trust
What does ‘evidence’ look like in consumer products - not only research papers?
trust
Where should human review remain mandatory?
trust