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Microsoft’s open-source KubeAI Application Nucleus is a low-touch, Kubernetes-based system for building and running machine learning applications for edge devices. It enables developers to containerize elements of Azure Cognitive Services, including its custom vision tooling, and deliver them to its own Azure IoT Edge platform. Kubernetes and service meshes offer an agnostic platform for code, using tools like Helm to pull containers and other assets from repositories hosted in private and public clouds. Edge-optimized distributions from Microsoft and other vendors build on standard Kubernetes, as well as on Kubernetes distros targeted at smaller devices, like MicroK8s and K3s.