MasterClass Selects CoreWeave Cloud to Power AI Teaching Agents for Personalized Instruction

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MasterClass has chosen CoreWeave Cloud to evaluate and improve the AI teaching agents driving its personalized instruction platform. Using W&B Weave, the online learning platform will track full learner conversations to refine teaching quality and personalization across its AI agent pipeline from experimentation to production.

MasterClass Partners with CoreWeave for AI Teaching Agents

MasterClass has selected CoreWeave Cloud to evaluate and improve the AI teaching agents that power its personalized instruction platform

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. The online learning platform will use W&B Weave to evaluate AI teaching agent performance across complete learner conversations rather than individual prompts. This implementation marks a strategic move toward building AI-driven educational tools that adapt to individual learning patterns. CoreWeave, which completed its public listing on Nasdaq in March 2025, operates as a cloud infrastructure provider specializing in compute-intensive workloads

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Tracking Full Conversations for Better Teaching Quality

"W&B Weave gives us visibility into complete learner conversations, not just individual prompts, so we can see exactly where our AI teaching agents are succeeding and where they need to improve," said Mandar Bapaye, chief product officer and chief technology officer at MasterClass

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. The cloud platform to power AI enables full-conversation tracing and production monitoring with custom signals designed to identify areas for improvement in teaching quality and personalization

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. MasterClass applies these custom signals and monitors to live learner interactions, creating a dedicated AI loop that continuously refines the learning experience. The system provides a unified point of visibility across MasterClass's evolving AI agent pipeline, from experimentation to production environments.

Expanding to MasterClass Executive Program

MasterClass is extending this evaluation approach to MasterClass Executive, an AI-era business school program developed with the University of Chicago Booth School of Business and with collaboration from OpenAI

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. The program selects approximately 700 members annually from about 30,000 applicants, creating an exclusive cohort focused on business education for the AI era. MasterClass Executive includes a hands-on AI lab that teaches participants a practical framework for evaluating whether AI systems are ready for production

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. Participants learn to assess quality, cost, and latency tradeoffs while identifying risk areas such as hallucinations, bias, and inadequate guardrails using Weights & Biases evaluation and tracing tools.

CoreWeave's Specialized Infrastructure for AI Workloads

CoreWeave operates a GPU-first architecture optimized for training and inference of generative AI models

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. Founded in 2017, the American technology company specializes in cloud infrastructure designed for compute-intensive workloads, positioning itself as a niche player against generalist giants. With data centers located in the United States and Europe, CoreWeave maintains full control over its infrastructure, enabling high performance, low latency, and flexible deployment capabilities

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. The company also targets high-performance computing applications in scientific and financial computing, as well as real-time 3D rendering needs. CoreWeave develops its own GPU management software to enable intelligent resource allocation, continuous performance optimization, and better cost control. This vertical integration from hardware to software enhances the company's competitiveness in serving AI startups, research labs, production studios, and financial institutions. MasterClass operates as an online learning platform offering access to over 200 instructors and classes across business, leadership, communication, health, and writing subjects

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. The partnership signals growing demand for specialized education technology infrastructure as platforms integrate AI agents into their core teaching models.

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