Kevin Cochrane of Vultr, chief marketing officer, joins Gemma Allen of theCUBE at NVIDIA GTC 2026 to discuss artificial intelligence infrastructure, developer experience and inference at scale, and sovereign cloud strategies. Cochrane draws on more than a decade of global cloud operations to discuss GPU access and pricing, developer-focused tooling and recipes, NemoClaw adoption and how Vultr's 33-plus region footprint supports enterprise and sovereign deployments. They emphasize a vertically integrated and horizontally open stack that pairs recipes with ecosystem choice and the importance of global inference infrastructure with enterprise-grade security and compliance. They assert that developer adoption drives significant AI infrastructure investment and that hybrid multi-cloud and sovereign cloud strategies remain critical. They highlight Vultr's developer-first pricing and NemoClaw trial availability. theCUBE Research produces the conversation and Gemma Allen hosts.