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In this interview from Fully Connected 2026, Hannah Coutand, director of product marketing for Vera CPU at Nvidia, joins Harsh Banwait, senior director of product at CoreWeave, to talk with theCUBE's John Furrier and Dave Vellante about why the CPU has re-emerged as a critical design point in agentic AI infrastructure. Coutand explains Nvidia's "extreme co-design" philosophy, detailing how Vera was purpose-built to eliminate bottlenecks as agentic workloads create constant loops between GPU and CPU for tool calls, API requests and orchestration. Banwait shares how CoreWeave partnered with Cognition to deliver early access to Vera Rubin systems, and how testing Vera CPUs in CoreWeave's sandbox environments produced a 3x improvement in startup performance. The conversation also explores how Nvidia's new Open Agent Safety Platform and OpenShell secure runtime run directly on the Vera CPU within the same Vera Rubin tray, working alongside the DPU-based Nvidia Sentry for real-time monitoring. Coutand and Banwait push back on the idea that agentic AI diminishes the GPU's role, arguing instead that rising CPU importance is directly tied to the GPU's expanding workload. Banwait details how heterogeneous computing requires every layer, including networking, storage and power, to advance together, since the weakest link constrains the entire system. The pair also touch on physical AI's growing real-time data demands and the industry's shift from traditional data centers toward "AI factories" built to produce tokens at scale. From sandbox performance gains to token economics and multigenerational hardware support spanning Volta to Vera Rubin, Coutand and Banwait outline how CoreWeave and Nvidia are engineering coordinated systems for production-scale, agentic AI. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - Revolutionizing AI: CoreWeave's Journey with NVIDIA 02:31 - Advancing AI: Integrative Design and CPU Innovation 05:36 - Advancements in AI Safety: Integration and Performance Testing 08:01 - Title: "Pioneering Advances in AI: Integrating Sandbox Operations and GPU Infrastructure 10:44 - Heterogeneous Computing: Philosophical Insights and Practical Solutions to Infrastructure Challenges 14:18 - Advancing AI: Overcoming CPU Lag and Evolving Infrastructure 17:03 - Shaping the Future: Physical AI and Tomorrow's Innovations 19:27 - The Evolution of AI Infrastructure: From Data Centers to Intelligent Systems #theCUBE #FullyConnected #theCUBEresearch #CoreWeave #Nvidia #AI #VeraRubin

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