A framework operates as a distributed system on top of Mesos, utilizing a scheduler to manage resource allocations and task execution. Tasks can be run in various formats, such as binaries or Docker images, while executors provide additional flexibility for custom task execution. This model is exemplified in distributed systems like Hadoop and Spark, which effectively utilize the executor concept when needed.
