教学互动转向可视化、可量化 在传统的学校教育中，一些评价或决策主要依赖于教育者和教育管理者的经验判断。随着AI进校园，这种依赖经验判断的评价方式逐渐转向 数据驱动。 基于大数据算法的人工智能系统能够对全量数据进行计算与挖掘，能够识别传统方法难以发现的学习规律，为教育决策提供更为全面和客观的 依据。如课堂行为识别系统将师生互动转化为参与度指标，自适应学习平台将知识掌握情况建模为个性化路径，学业预警系统依靠学习过程数 据作出学业风险预测。 这些场景应用不仅让量化变得可操作、可感知，也在实践中重构了教与学的互动模式。 作者：吴砥 近年来，党和国家高度重视利用人工智能助力教育变革，推动教育格局发生新变化，基于大数据算法的人工智能系统正在学校的教、学、管、 评、研等场景中被广泛应用。然而，当教育场域中学生的每一个微笑、师生的每一次互动都被转化为可计算、可分析的数据节点，我们是否正 在以精确量化之名，消解教育活动中那些不可替代的人文意涵与育人本质？ 在北京一小学语文公开课上，老师借助AI评改指导学生 马宁 摄 然而，为了方便展示数据采集效能，一些学校和从事技术开发的企业强行将这些维度纳入量化评估体系。师生关系被简化为互动 ...

Core Viewpoint - The article emphasizes the need for early implementation of twelve-year compulsory education to alleviate "involution" and unnecessary competition among teachers and students [3][5][11] Group 1: Education Policy Recommendations - National representatives suggest promoting high-quality and balanced development of compulsory education, expanding high school enrollment, and gradually implementing free preschool education [1][2] - There is a call to gradually diminish the "key high school" label and reform the high school entrance examination system to support diverse development in high schools [1][6] - The "Double Reduction" policy has led to significant changes in the education ecosystem, but educational anxiety persists, indicating a need for further reforms [4][10] Group 2: Addressing Educational Anxiety - Research indicates that despite reduced academic burdens, parents still experience anxiety related to educational competition [4][5] - Suggestions include innovating after-school service models and utilizing digital platforms to enhance resource integration and improve service quality [5][11] - The current system of dividing students into academic and vocational tracks after the entrance exam is seen as premature and a source of stress [5][6] Group 3: Enhancing Physical Education - New policies mandate that students engage in at least two hours of physical activity daily, although this has sparked debate among parents concerned about academic impacts [8][9] - Recommendations include increasing physical education class hours, improving facilities, and ensuring adequate teacher training to support these initiatives [9][10] Group 4: Teacher Support and Technology Integration - The government has recognized the need to reduce non-teaching burdens on teachers, with policies aimed at alleviating their workload [10][11] - There is a focus on leveraging artificial intelligence to enhance teaching quality and reduce pressure on educators, with calls for integrating technology into educational practices [11][12]