In the era of artificial intelligence (AI), there is an urgent societal demand for digital-intelligent talents. Innovative curriculum design serves as a vital link in cultivating such talents. This paper begins by laying out the theoretical basis for rethinking curriculum design in the context of digital-intelligent talent cultivation. It then discusses the concepts, ideas, and routes of hybrid learning innovative design targeting key teaching problems. Taking the course Algorithm Design and Analysis as an example, this study explores the implementation approaches of hybrid learning innovation from five aspects: content reconstruction, environment construction, process reshaping, method innovation, and evaluation reform. Finally, it demonstrates the practical application and effectiveness of hybrid learning innovation.