Nvidia’s next-generation Vera Rubin platform has moved from public unveiling to early customer sampling, with the company projecting a broader production ramp later this year. Both the company and its partners, however, face a complex array of engineering, supply-chain, and data center infrastructure challenges before Rubin can displace prior architectures as the industry standard for large-scale artificial intelligence.