ChapterStage - Visual Learning Journey
Multi-Agent Software Development
ChapterStage helps educators, corporate learning teams, and self-learners transform dense written material into engaging interactive modules. Instead of relying on one model to summarize a chapter, ChapterStage coordinates a team of specialized agents through Band: a Structure Agent, Research Agent, Auto-Brainstorm Agent, Visual Storyboard Agent, and Verifier Agent. Each chapter becomes a Band room where agents delegate, critique, revise, and produce a traceable final output. The differentiator is the Auto-Brainstorm Lab: inspired by Karpathy’s AutoResearch loop, agents generate multiple creative learning designs, score them against faithfulness, clarity, engagement, and feasibility, discard weak versions, and refine the strongest one.
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