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What practical AI adoption could look like when tools move from answering questions to completing connected tasks.

Connected devices and real-time workloads are bringing local processing back into the technology mix.

Why access decisions, device trust, and human behavior increasingly belong in the same conversation.

How a sharper focus on cost, workload fit, and resilience can improve infrastructure decisions.