Bitcoin miners that successfully pivot toward infrastructure services are likely to benefit from surging AI investment, while operators tied closely to mining margins may face growing headwinds into 2026.
Nvidia Chief Executive Jensen Huang said at the CES conference in Las Vegas that the company’s next-generation Vera Rubin platform has already entered full production. The system, he said, delivers around five times the artificial-intelligence computing capability of Nvidia’s previous generation.
Rubin, expected to launch later this year, is designed for AI inference — the rapidly expanding segment focused on generating outputs from trained models. Huang said Nvidia’s flagship Rubin server will integrate 72 graphics processing units with 36 central processors and can be scaled into larger “pods” containing more than 1,000 Rubin chips.
Efficiency was a central theme of Nvidia’s presentation. Huang said Rubin could improve the efficiency of generating AI “tokens,” the fundamental units produced by large language models, by roughly tenfold, despite only a 1.6-times increase in transistor count. He attributed the gains in part to a proprietary data format Nvidia hopes will see broader industry adoption.
Huang described AI development as an infrastructure race, where faster processing allows companies to reach key milestones sooner and forces rivals to invest aggressively in compute, networking and storage.
Implications for bitcoin miners
That same race is increasingly influencing the crypto industry. Bitcoin miners are marketing themselves as energy and data-center operators rather than pure crypto businesses, highlighting their power agreements, cooling systems and physical footprints to attract AI customers.
For miners with low-cost power and established facilities, hosting AI workloads can provide steadier revenue than bitcoin mining during downturns. However, competition for data-center space is intensifying as hyperscalers, cloud providers and AI startups bid up the most desirable sites.
Rising rents, higher equipment costs and tougher financing conditions are increasing pressure on smaller operators. As a result, miners that resemble infrastructure companies may outperform, while those dependent on mining margins alone could struggle as 2026 approaches.
Nvidia also unveiled new networking switches using co-packaged optics, a technology critical to linking thousands of machines into unified systems. The company said CoreWeave will be among the first to receive Rubin systems, with Microsoft, Oracle, Amazon and Alphabet also expected to adopt the platform.
Share this content:
