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Explores how AI is transforming Linux databases through self-tuning engines, AI-guided query optimization, predictive autoscaling, and real-time anomaly detection. Reviews open-source tools—Postgres extensions, vector search, Kubernetes operators—and the convergence of MLOps and DBOps. Charts LLM integration, edge inference, and zero-trust governance to boost performance, cut costs, and ensure compliance.