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Research questionHow can learning environments be generated reliably in one pass without slow multi-turn scaffolding?Turning a course brief into structured slides or a self-contained interactive page can require costly multi-turn orchestration. Outputs may also appear convincing while containing unusable interactions or other failures.
AI
AI Agents
Code Generation & Program Synthesis
Evaluation & Benchmarks
Small / On-device Models
Latest papersRecent research connected to this question, newest first.CogEvol: Towards Efficient and Reliable Learning Environment GenerationThe source concerns CogEvol models that generate structured-JSON slides and self-contained interactive HTML in a single pass. Evidence includes 220,000 production requests, a 500-case interactive-HTML benchmark, reported latency and quality scores, and deployment with OpenMAIC; it does not establish broader learning outcomes.research paper · Sep 2, 2026
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