Individual defense mechanisms provide limited protection against complex adversarial attacks that can adapt to bypass specific defensive techniques through targeted optimization or thorough reconnaissance. Production artificial intelligence (AI) systems require integrated defense architectures that coordinate multiple protection layers while maintaining operational performance under diverse threat scenarios. This chapter establishes defense systems that prevent single points of failure while enabling scalable security operations across complex organizational environments.