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Zhan-Xin Hao

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#artificial intelligence Preprint Aug 2026

CogEvol: Towards Efficient and Reliable Learning Environment Generation

CogEvol, a family of models trained specifically for Learning Environment Generation: turning a course brief into a finished learning artifact (structured-JSON slides or self-contained interactive HTML pages) in a single pass, lowering the unit cost of AI-native education at scale.

Shangqing Tu, Daniel Zhang-Li, Yucheng Wang et al. · 0 citations