Alphabet Inc.’s Google will supply up to 1 million of its specialized AI chips to Anthropic PBC, a deal worth tens of billions of dollars that deepens its partnership with the fast-growing artificial intelligence startup. 
 
The arrangement, announced Thursday, gives Anthropic vastly more computing capacity while cementing Google’s position as both a major investor and key infrastructure provider in the escalating race to power large AI models. 
 
The tensor processing units, or TPUs — Google’s custom-designed chips that accelerate machine learning workloads — are slated to be deployed in 2026, bringing more than a gigawatt of capacity online relatively soon, Google said in a statement. The deal ranks among the largest commitments yet in the AI hardware arms race, underscoring the soaring cost of developing cutting-edge AI systems that require immense computing power to train and run large language models.
 

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