Data virtualization gives applications and AI a governed logical view of distributed data, balancing live queries, caching, push-down, and semantics.
2:52AI observability combines logs, metrics, traces, and evaluation to reveal whether probabilistic systems are reliable, appropriate, compliant, and useful.
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2:31AI platform engineering gives teams shared model access, observability, evaluation, cost controls, and governance for secure, scalable AI delivery.
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2:51AI policy enforcement turns written governance rules into runtime checks for identity, model access, PII, content, budgets, and auditable evidence.
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