Time was software companies left inventing new hardware to others. Google’s search and ads empire was built on infrastructure assembled from commodity components, for example. But the growing competition among tech companies in artificial intelligence has convinced some software makers to change their spots. Some Google servers now include chips customized for machine learning called TPUs that the company designed in-house to deliver better power and efficiency.

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