W&B Weave
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- MasterClass bets on AI teaching agents to cut tutoring costs
MasterClass Chief Product Officer Mandar Bapaye said at CoreWeave's Fully Connected event that MasterClass Executive, the company's AI-native business program, uses a multi-agent system to plan lessons around each learner, watching for signals such as cognitive overload and fading motivation and then changing its approach. Roughly 10 agents run behind every learner interaction, he said, with inputs, outputs, tool calls and inter-agent communication tracked. MasterClass has selected CoreWeave's W&B Weave to trace and monitor those teaching agents, and built its own agent that reviews traces nightly to flag issues and likely root causes. He said the first cohort drew 30,000 applications for about 500 spots, with the second nearing 50,000 applications.
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