CoreOS is a minimal Linux distribution focused on security and running containers. It uses automatic updates and etcd for service discovery to ensure services are always running across a cluster. Fleet is CoreOS' init system that uses etcd to schedule and run containers across nodes, providing high availability. The document provides steps for creating a CoreOS cluster on Digital Ocean including generating a discovery URL, writing a cloud config, creating a service unit file, and using fleet to schedule and manage the service.