Good question. K8s has a network mode that is incompatible with swarm, mesos and nomad. Swarm only touches the very top of requirements for complex deployments, but going into K8s, the way they do thing pretty much prevents separate container orchestration systems from working in parallel.

For it to be universal, it has to live in the container runtime.