Enterprise adversarial AI threats require complete defense strategies integrating technical implementation, business risk assessment, and organizational readiness. The National Institute of Standards and Technology (NIST) (2023) AI Risk Management Framework emphasizes structured vulnerability assessment across the artificial intelligence (AI) lifecycle, while industry analysis reveals growing challenges in AI security implementation. This chapter provides five integrated capstone projects synthesizing your adversarial AI security expertise into production-ready implementations covering attack generation systems, detection pipelines, preprocessing stacks, risk assessment processes, and evaluation methodologies.