A $45 billion agreement with British cloud startup Nscale secures massive compute capacity for Anthropic. This move stabilizes infrastructure needs as the company prepares for an initial public offering. The deal reduces reliance on a few dominant cloud providers. Practitioners should expect faster scaling of Claude models and increased training throughput.