在四新战略（新工科、新农科、新医科、新文科）的指导下，农业高等教育正在发生深刻的范式转变。本文以《智慧农业》课程为研究对象，针对当前课程内容碎片化、教学模式传统化、产教融合流于表面等核心挑战，系统构建了以提升人才培养质量为核心、以学生发展为核心的新课程教学模式。研究提出了“三阶四维五融合”的课程框架，经过基础认知、深度探究、综合创新三个阶段的系统培养，使学生的技术整合能力、数据思维能力、创新解决能力、文化情怀得到培养。此外，设计“AI+HI”（人工智能与人类智能）混合式智慧教学模式，运用虚拟仿真与大数据分析实现教学过程的数字化、智能化转型，从而推动个性化学习与精准评价。本研究强调将前沿科技、真实产业项目与中华优秀农耕文化有机融合，探索基于深度产教融合的实践路径，以期为培养知农爱农、面向未来的智慧农业的创新人才和推动新农科一流课程建设提供一定的参考。

Under the guidance of the "Four New Initiatives" (New Engineering, New Agriculture, New Medicine, and New Liberal Arts), agricultural higher education is undergoing a profound paradigm shift. This paper focuses on the "Smart Agriculture" course and addresses core challenges such as fragmented course content, traditional teaching models, and superficial integration of industry and education. It systematically constructs a new student-centered teaching model aimed at enhancing the quality of talent cultivation and prioritizing student development. The research proposes a "Three-Stage, Four-Dimension, Five-Integration" course framework, which systematically cultivates students' technological integration capabilities, data thinking skills, innovative problem-solving abilities, and cultural awareness through three stages: foundational cognition, in-depth exploration, and comprehensive innovation. Additionally, an "AI+HI" (Artificial Intelligence and Human Intelligence) blended smart teaching model is designed, utilizing virtual simulation and big data analysis to digitize and intelligently transform the teaching process, thereby promoting personalized learning and precise evaluation. This study emphasizes the organic integration of cutting-edge technology, real-world industry projects, and China’s outstanding agricultural heritage. It explores practical pathways based on deep industry-education integration, aiming to provide insights for cultivating innovative talent in smart agriculture who are knowledgeable about agriculture, passionate about rural development, and future-oriented, as well as to contribute to the development of first-class courses under the New Agriculture initiative.