In this segment from theCUBE + NYSE Wired’s “AI Factories – Data Centers of the Future” series, Chris Stephens, field CTO at Groq, joins theCUBE’s John Furrier from the NYSE to unpack how AI factories are reshaping enterprise infrastructure and sovereign compute strategy. Furrier notes Groq’s momentum (~$750M raised, a valuation approaching ~$7B, and a new partnership with McLaren) as Stephens outlines why inference is the “killer app” and now a market of its own. He details rapid standups of sovereign AI inference “factories” (~51 days in the Middle East, ~40-some days with Bell Canada, and ~30 days in Helsinki) and explains how telcos are leveraging trust, data and national footprints to deliver AI-scale services. The discussion explores where value is accruing across the stack: from the physical build-out to the software layer that operationalizes Groq’s LPU-based system. Stephens highlights GroqCloud (launched ~18 months ago), native MCP service support and a Compound-powered research product, all aimed at simplifying deployment and enabling secure, standards-driven agent communications. He also digs into real-world use cases (customer-facing agents and workflow automation), cross-site/sovereign interconnect considerations, and why “joules per token” is becoming a defining metric for scaling reliable, low-latency inference within power-constrained data center designs.
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Kevin Delane, DDN
April 7, 2026
Kevin Delane
CRO DDN
In this interview from theCUBE + NYSE Wired: AI Factories — Data Centers of the Future, Kevin Delane, chief revenue officer of DDN, joins theCUBE + NYSE Wired's Gemma Allen to discuss how DDN is expanding from its high-performance computing roots into the full enterprise AI market. Delane arrives just two days into the role, bringing 30 years in data and a conviction that this is the most opportunistic moment the industry has ever seen. He describes DDN as one of AI's best-kept secrets — a company long specialized in maximizing data utilization that is now po... Read more
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