{"slug": "masterclass-bets-ai-teaching-agents-can-broaden-access-to-tutoring", "title": "MasterClass bets AI teaching agents can broaden access to tutoring", "summary": "MasterClass has selected CoreWeave's W&B Weave to trace, monitor and improve the AI teaching agents behind MasterClass Executive, its AI-native business program, according to chief product officer Mandar Bapaye. MasterClass runs about 10 agents behind every learner interaction, and its first cohort drew 30,000 applications for roughly 500 spots while the second is nearing 50,000 applications. Bapaye said AI addresses the cost, supply and quality problems of human tutoring, and CoreWeave senior vice president of AI initiatives Lukas Biewald described iterative evaluation loops to improve the agents.", "body_md": "### MasterClass bets AI teaching agents can broaden access to tutoring\n\nAI teaching agents could make personalized instruction available to more learners by reducing the cost and staffing demands of one-to-one tutoring. MasterClass is exploring that potential through a system designed to adapt to how each student learns.\n\nThe shift is also feeding [CoreWeave Inc.’s full-stack AI cloud push](https://siliconangle.com/2026/09/25/coreweave-full-stack-agentic-ai-fullyconnected/) as companies move AI agents out of the lab and into production. Personalization needs a pedagogical framework underneath the technology, according to [Mandar Bapaye](https://www.linkedin.com/in/mandarbapaye) (pictured, right), chief product officer of Yanka Industries Inc., d/b/a MasterClass.\n\n“It’s not just you throw an agent, throw a chatbot in with a student and let them figure it out,” Bapaye said. “Having a very … scientifically and pedagogically backed backbone of your agentic system is of prime importance.”\n\nBapaye and [Lukas Biewald](https://www.linkedin.com/in/lbiewald/) (left), senior vice president of AI initiatives at CoreWeave, spoke with theCUBE Research’s [Dave Vellante](https://www.linkedin.com/in/dvellante/) and [John Furrier](https://www.linkedin.com/in/furrier) at the [Fully Connected event](https://www.thecube.net/events/coreweave/coreweave-fully-connected-2026), during an exclusive broadcast on theCUBE, SiliconANGLE Media’s livestreaming studio. They discussed how MasterClass is building AI teaching agents, why multi-agent systems need rigorous evaluation and how CoreWeave’s stack supports that work at scale. *(* Disclosure below.)*\n\n### Putting AI teaching agents to work for every learner\n\n[MasterClass Executive](https://www.masterclass.com/executive/program-details), the company’s new AI-native business program, uses a multi-agent system to plan each lesson around how a learner engages. It watches for signs such as cognitive overload and fading motivation, then changes its approach, Bapaye explained. Biewald has advised the MasterClass team on the product’s development.\n\n“I really think it’s through that rigorous evaluation and those loops like we talked about last time.” Biewald said. “Let’s try a new model, let’s try a new rubric, let’s see how it does, and let’s just keep doing it again and again and again and make it iteratively better every day.”\n\nProduction brings a different challenge. MasterClass runs about 10 agents behind every learner interaction and tracks inputs, outputs, tool calls and communication between agents. CoreWeave recently announced that MasterClass has [selected W&B Weave](https://investors.coreweave.com/news/news-details/2026/CoreWeave-AI-Cloud-Platform-Powers-MasterClasss-AI-Teaching-Agents/default.aspx) to trace, monitor and improve those teaching agents, Bapaye explained.\n\n“Once things are in production, observability becomes a nightmare because there are thousands of people who are interacting,” he said. “Now, what you need to figure out is, ‘Hey, we did all this good stuff during the eval period, but during production, how are the agents behaving? Are the experiences we are giving really good?’”\n\nMasterClass built its own agent on Weave’s Model Context Protocol interface Each night, that agent reviews the traces and flags issues and likely root causes, Bapaye noted. The first cohort drew 30,000 applications for about 500 spots, and the second is nearing 50,000 applications.\n\n“It’s cost, it’s supply and it’s quality,” he said. “It’s extremely costly to hire personal teachers, they are in very short supply … and the quality of teachers varies. AI solves pretty much all of these three aspects.”\n\nHere’s the complete video interview, part of SiliconANGLE’s and theCUBE’s coverage of the [Fully Connected event](https://www.thecube.net/events/coreweave/coreweave-fully-connected-2026):\n\n*(* Disclosure: TheCUBE is a paid media partner for the the Fully Connected event. Neither CoreWeave, the sponsor of theCUBE’s event coverage, nor other sponsors have editorial control over content on theCUBE or SiliconANGLE.)*\n\n##### Photo: SiliconANGLE\n\n# A message from John Furrier, co-founder of SiliconANGLE:\n\nSupport our mission to keep content open and free by engaging with theCUBE community. **Join theCUBE’s Alumni Trust Network**, where technology leaders connect, share intelligence and create opportunities.\n\n- **15M+ viewers of theCUBE videos** , powering conversations across AI, cloud, cybersecurity and more\n- **11.4k+ theCUBE alumni** — Connect with more than 11,400 tech and business leaders shaping the future through a unique trusted-based network\n\n### Are you an AWS customer?  Support SiliconANGLE financially by buying your AWS services from our Marketplace portal page and links: [https://siliconangle.com/aws-marketplace/](https://siliconangle.com/aws-marketplace/)\n\n##### **About SiliconANGLE Media**\n\n[SiliconANGLE](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fsiliconangle.com%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=SiliconANGLE&index=9&md5=646b1b564e2259100a2b8638aab0a552),\n\n[theCUBE Network](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.thecube.net%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=theCUBE+Network&index=10&md5=7de2a85f95ab4a4a495cede20b8cb1da),\n\n[theCUBE Research](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fthecuberesearch.com%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=theCUBE+Research&index=11&md5=7bb33676722925eb57d588ec343e4f6f),\n\n[CUBE365](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.cube365.net%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=CUBE365&index=12&md5=d310fb35919714e66ad8d42c9c0c1bc6),\n\n[theCUBE AI](https://cts.businesswire.com/ct/CT?id=smartlink&url=https%3A%2F%2Fwww.thecubeai.com%2F&esheet=54119777&newsitemid=20240910506833&lan=en-US&anchor=theCUBE+AI&index=13&md5=b8b98472f8071b23ebb10ab9a8dd0683)and theCUBE SuperStudios — with flagship locations in Silicon Valley and the New York Stock Exchange — SiliconANGLE Media operates at the intersection of media, technology and AI.\n\nFounded by tech visionaries John Furrier and Dave Vellante, SiliconANGLE Media has built a dynamic ecosystem of industry-leading digital media brands that reach 15+ million elite tech professionals. Our new proprietary theCUBE AI Video Cloud is breaking ground in audience interaction, leveraging theCUBEai.com neural network to help technology companies make data-driven decisions and stay at the forefront of industry conversations.", "url": "https://wpnews.pro/news/masterclass-bets-ai-teaching-agents-can-broaden-access-to-tutoring", "canonical_source": "https://siliconangle.com/2026/10/06/ai-teaching-agents-masterclass-tackles-tutoring-costs-fullyconnected/", "published_at": "2026-10-06 18:53:26+00:00", "updated_at": "2026-10-06 19:18:43.443818+00:00", "lang": "en", "topics": ["ai-agents", "ai-products", "artificial-intelligence", "mlops"], "entities": ["MasterClass", "Yanka Industries Inc.", "CoreWeave Inc.", "W&B Weave", "Mandar Bapaye", "Lukas Biewald", "MasterClass Executive", "Model Context Protocol"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/masterclass-bets-ai-teaching-agents-can-broaden-access-to-tutoring", "markdown": "https://wpnews.pro/news/masterclass-bets-ai-teaching-agents-can-broaden-access-to-tutoring.md", "text": "https://wpnews.pro/news/masterclass-bets-ai-teaching-agents-can-broaden-access-to-tutoring.txt", "jsonld": "https://wpnews.pro/news/masterclass-bets-ai-teaching-agents-can-broaden-access-to-tutoring.jsonld"}}