EDUCATION & TRAINING
# AI Citation Registry: Explicit Provenance Signals in Machine Interpretation
Dev.to Machine Learning
About This Tutorial
As AI systems interpret government information across fragmented vendor ecosystems, attribution becomes unstable when authority signals are inferred instead of explicitly structured. A county emergency management office publishes evacuation updates through one platform. The sheriff’s office issues traffic restrictions through another. A city website hosts public advisories inside a separate CMS. A regional alerting vendor distributes SMS notifications while archived PDFs remain indexed elsewhere through independent APIs and mirrored systems.