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In this Analyst Angle segment from the Dell AI Data Platform Event: From Ambition to AI at Scale 2026, theCUBE's John Furrier and Dave Vellante unpack Dell Technologies' latest AI Data Platform announcement and why it marks a third phase of enterprise AI, moving beyond GPU acquisition and data feeding into enterprise data management for agents. Furrier explains how Dell is unifying a semantic layer and enterprise knowledge graph to give AI factories a brain-like context engine, while Vellante details how the platform addresses GPU utilization and inference economics without forcing wholesale data consolidation. Both note Dell's partnership-first approach with companies like Starburst and its Dataloop acquisition rather than competing directly with data platform companies. The conversation also explores Dell's expanded storage portfolio, including PowerScale, ObjectScale and the Lightning File System, each matched to specific training, inference and agentic workloads. Furrier highlights how storage is shifting from a passive cost center into part of the active inference memory hierarchy, citing Dell's NVIDIA NIXL integration for KV cache reuse and benchmark claims like 10x faster data processing and 90% fewer tokens per task. Vellante points to real-world proof points from IREN's neocloud deployment, where storage performance directly correlates to revenue rather than overhead. Together, they frame Dell's data processing engine and semantic architecture as the connective tissue enabling enterprises to move from pilots to production-scale, economically viable 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 - Title: "Navigating AI: Challenges and Evolution in Deployment 02:20 - Optimizing AI: From Infrastructure to Insight 04:24 - Innovative Infrastructure: Enhancing AI and Strategic Integration 08:09 - Advancements in Multi-Cloud Data Processing and Execution 11:37 - Optimizing Storage and Performance: A Comprehensive Overview 14:15 - Revolutionizing Revenue: The Impact of Storage in AI-Driven Industries 16:56 - Strategic AI Integration and Partnerships #theCUBE #FromAmbitiontoAIatScale #theCUBEresearch #DellTechnologies #NVIDIA #AI #DataPlatform

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