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In this interview from Fully Connected 2026, Mandar Bapaye, chief product officer of MasterClass, joins Lukas Biewald, senior vice president of AI initiatives at CoreWeave, to talk with theCUBE's John Furrier and Dave Vellante about how production-grade AI infrastructure is powering personalized education at scale. Bapaye details how MasterClass Executive, built with Chicago Booth and OpenAI, runs on a multi-agent system that reads engagement, cognitive load and motivation in real time, reshaping each lesson around what a learner actually cares about rather than flattening it into one answer. Biewald explains how CoreWeave's Weave product traces every agent interaction, tool call and output, giving MasterClass the observability needed to diagnose issues once a product moves from eval to production. The conversation also explores how MasterClass builds trust through curated retrieval-augmented knowledge bases, internal and external red teaming, and reward models trained by learning scientists to keep AI tutors aligned with a clear pedagogical point of view. Bapaye shares striking demand figures, including 30,000 applications for 500 spots in MasterClass Executive's first cohort and nearly 50,000 for its second. He and Vellante weigh the economics behind the product, noting how generative AI resolves the cost, supply and quality constraints that long made true one-on-one teaching infeasible. From rubric-driven evals to CoreWeave's role as the infrastructure backbone behind it all, the discussion shows how coordinated AI systems are turning education experimentation into a durable, monetizable product. 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 - AI in Education: Transforming Learning 03:03 - AI-Driven Personalization in Education 05:09 - Transformative Collaborations and Innovative Learning 08:15 - CoreWeave: Driving Continuous AI Innovation 10:23 - Unified Insights: AI Monitoring and Tracing in Weave 12:48 - AI Evaluations and Reward Systems 14:49 - AI: Navigating Demand and Trust 18:14 - Unlocking Potential: The Role of AI in Education and Business 21:58 - Conclusion and Future Prospects #theCUBE #FullyConnected #theCUBEresearch #CoreWeave #MasterClass #EdTech #AI

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