Why it matters

Deepfakes fuel fraud. Detection + provenance shape response.

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The architecture

Detection: model classifiers on artifacts.

Provenance: sign at capture.

Content provenance chainCapturesign deviceDistributewith signatureVerifyat consumptionC2PA / Content Credentials adopted by Adobe, Microsoft, others
Provenance flow.
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How it works end to end

C2PA: content credentials standard.

Sign at capture: cameras + software.

Verify at consumption: browsers + platforms.

Detection: model artifacts.