Why it matters

Scaled disinfo threatens discourse. Defense shapes information integrity.

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The architecture

Attack: generate plausible content at scale.

Defense: detection + provenance + platform moderation.

Disinformation lifecycleGenerationLLM producesDistributionsocial mediaDetectionAI classifiersWatermarking + provenance help; not silver bullets
Threat + defense.
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How it works end to end

AI-generated text detectors: watermarks + classifiers.

Provenance: C2PA content credentials.

Platform moderation.

User literacy.