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From Tokens to Tasks: How Agentic AI Is Shifting Infrastructure Focus

Agentic AI is shifting the focus from token generation to executing complete workflows. In the new paradigm, key metrics are not model speed but task cost, tool call latency, and sandbox startup time. The central processing unit (CPU) and head node play a crucial role in orchestration. Traditional benchmarks that emphasize token throughput no longer reflect real-world performance.

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