Regarding the agent - No particular reason. Can you point me on how to do it?

This is a good place to start
https://clear.ml/docs/latest/docs/getting_started/mlops/mlops_first_steps

We need the automagic... 

This is one of the great benefits of using clearml 

😄
Sure, try this one:
Task.debug_simulate_remote_task('reused_task_id') task = Task.init(...)Notice it will take the arguments form the cleaml-task itself (e.g. override argparse arguments with what you have on the reused Task). Would that help?