The conversation around AI is still centered on models. The real shift is happening beneath the surface, in infrastructure.

Last week, Google Research introduced TurboQuant, a breakthrough in memory efficiency that compresses AI working memory by multiple factors, accelerates processing, and significantly reduces operational costs. At first glance, this looks like an optimization. In practice, it reshapes the operational layer of modern systems.