TAL(US:TAL) 机器之心·2025-09-28 00:32Core Viewpoint - The article discusses the evolution of AI in education, emphasizing the transition from basic assistance (L1) to more interactive and personalized teaching roles (L3), ultimately aiming for a trustworthy learning partnership between AI and students [2][10][43]. Group 1: AI's Role in Education - The integration of AI in education is seen as a frontier for innovation, with the potential to enhance personalized learning experiences [2][5]. - Traditional classroom settings often fail to address individual student needs due to large class sizes and uniform teaching methods [3][5]. - AI companions can provide constant feedback and create a judgment-free environment, allowing students to explore and ask questions freely [5][42]. Group 2: AI Teacher Levels - The proposed "AI Teacher L1-L5" framework outlines the progression of AI capabilities in education, with L1 being basic assistance and L3 representing a more integrated teaching role [10][12]. - L2 AI tools serve as effective assistants, capable of tasks like grading and providing resources, but do not engage in true teaching [14][13]. - L3 AI aims to create a closed-loop interaction, where it can observe and respond to students' thought processes in real-time, resembling a human teacher [15][21]. Group 3: Hardware and Interaction - The transition to L3 requires specialized hardware to facilitate real-time interaction, as software alone cannot achieve the necessary complexity [16][17]. - The hardware enables AI to "see" and "hear" students, allowing for a more dynamic and responsive teaching experience [18][22]. - The design of the learning machine focuses on minimizing response times to maintain student engagement and reduce anxiety during learning [19][20]. Group 4: AI's Teaching Methodology - L3 AI teachers utilize a more interactive approach, guiding students through problem-solving rather than simply providing answers [21][24]. - The AI encourages critical thinking by prompting students with questions and suggestions, fostering a deeper understanding of the material [23][25]. - The learning machine incorporates various educational tools, such as interactive models and gamified learning experiences, to enhance student engagement [29][30][31]. Group 5: Content and Knowledge Base - The effectiveness of AI teachers is supported by a robust knowledge base, including optimized models for K12 education and extensive teaching resources [37][40]. - The combination of advanced AI capabilities and high-quality educational content ensures that AI can serve as a reliable learning partner [41][42]. - The ultimate goal is to create a seamless educational experience across different learning environments, allowing for personalized education regardless of location [42][43].