AI promises personalized learning and scalable education. As AI agents increasingly permeate education in support of teaching and learning, there is a critical and urgent need for data architectures for collecting and analyzing data on learning, and feeding the results back to teachers, learners, and the AI agents for personalization of learning at scale. At the National AI Institute for Adult Learning and Online Education, we are developing an Architecture for AI-Augmented Learning (A4L) for supporting adult learning through online education. We present the motivations, goals, requirements of the A4L architecture. We describe preliminary applications of A4L and discuss how it advances the goals of making learning more personalized and scalable.
翻译:人工智能有望实现个性化学习与规模化教育。随着AI智能体日益渗透到教学支持领域,亟需建立数据架构来收集和分析学习数据,并将结果反馈给教师、学习者及AI智能体,从而实现规模化学习的个性化定制。在美国国家成人学习与在线教育人工智能研究所,我们正在开发一种人工智能增强学习架构(A4L),以通过在线教育支持成人学习。本文阐述了A4L架构的设计动机、目标与要求,介绍了该架构的初步应用案例,并探讨了其如何推动学习体验向更个性化、更具扩展性的方向发展。