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Explores how AI transforms DNS diagnostics by ingesting query logs and telemetry to detect anomalies, surface misconfigurations, and correlate failures across zones, resolvers, and networks. Details ML-driven root-cause analysis, automated remediation runbooks, and predictive alerts that cut MTTR, prevent outages, and strengthen security against spoofing, cache poisoning, and DDoS.