BattySeahorse19 replacing k8s is a very tall order 🙂 What ClearML means when it says orchestration is taking for the environment for running experiments. This is achieved by using ClearML Agent which, once installed, can fetch tasks from execution queues (which allows you to build management on top such as fairness, load distribution and so on). Once a task is fetched it takes care of everything it needs, from cloning the repository to installing dependencies to pulling specific dockers. The aim of the Agent is to make remote machines accessible for users without needing to preconfigure them.