The capstone course requires learners to design, build, train or adapt, evaluate, deploy, scale, secure, and defend a complete AI system. Projects may involve predictive machine learning, recommender systems, deep learning, foundation models, multimodal AI, retrieval, agents, or AI infrastructure. A submission based only on calling an external API, creating prompts, or presenting a conceptual architecture is not sufficient.