Abstract: Based on the postgraduate foundational course Progress in Pharmacy,this study focuses on key stages across the full pharmaceutical value chain—from drug discovery to post-marketing evaluation.Emphasis is placed on three critical nodes,namely target identification,clinical trials,and pharmaceutical services.A dynamic "AI + pharmacy" knowledge network is constructed,alongside a "scenarized full-stages" training ecosystem.A "dual-core,three-dimensional" comprehensive evaluation system is established,as well as a "multi-dimensional bidirectional" continuous improvement mechanism.The aim is to enhance graduate students' ability to apply artificial intelligence technologies to solve practical problems in pharmaceutical research.