Kirkwall defends autonomous systems from critical failure, utilizing machine-learning to train systems to self-identify problems before they become catastrophic. Kirkwall’s algorithm enables cyber attack detection, diagnostic monitoring, and preventative maintenance for UAVs, IoT-enabled AgTech, and industrial systems, allowing for termination of access and communications to affected systems.

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