Mesos on CoreOS provides a summary of deploying applications on a CoreOS cluster managed by Mesos and Marathon. It discusses using Docker for application containers, CoreOS for the operating system, Mesos for resource management and scheduling, and Marathon for orchestrating containers. The presentation demonstrates deploying a sample web application across three servers on the CoreOS cluster, registering the containers with Consul for service discovery, and updating configurations automatically using ConfD.