$Advanced Micro Devices(AMD)$ AMD has reportedly hit an estimated 4x improvement in AI energy efficiency as of mid-2026, ahead of the 3x target it had set for this stage and more than double the historical trendline at the same point. That puts the company on a decent trajectory toward its 2030 goal of a 20x increase in rack-scale energy efficiency for AI training and inference. It also reflects the work AMD has been doing across silicon, systems, and software to help customers run AI workloads more efficiently.

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