Mesos is a distributed kernel that allows applications to share resources across clusters. The presentation introduced Mesos and demonstrated running a Rails application on AWS using Mesos. It covered Mesos architecture, how it offers resources to applications, and setting up a local environment to run a demo Rails app with Docker, Mesos, and Marathon for resource management and scheduling.