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Chipmakers publish their own AI agent performance metrics. Here is why

Chipmakers are introducing their own performance evaluation standards tailored to the AI agent era, saying theoretical compute speed and single benchmark scores do not capture real workloads completed through multiple steps. They are also disclosing measurement conditions and methods to leave room for verification. Qualcomm tested a new GPU and AI benchmark tool designed to show itemised results. Arm published a CPU methodology for agentic AI and released rack-level comparison results, though the new metrics remain in a validation phase.