@<1561885921379356672:profile|GorgeousPuppy74> the clearml-session client is designed to run on your local machine and provide you with an SSH connection to the remote machine running the session, that's the reason it's setting up the SSH tunnel to a local port on the machine it's running on. You can of course try to play around with it, but opening it on a public IP or host is really not recommended since you're providing anyone an open connection to your remote session