# New Features
* Add CLI commands for runs `mantik runs`
* `submit`: submit a run to be executed on a remote system
* `cancel`: cancel a submitted run
* `list`: list all submitted runs
* `status`: get the run status
* `info`: get detailed information about the run
* `logs`: get the application logs (stdout/stderr)
* `download`: download a file or folder from the run's working directory
* Support usage of Apptainer images located on a remote system (see Backend Config changes)
* Support non-containerized Python applications (see Backend Config changes)
* Changes to the Backend Config:
* Support YAML format
* `Environment` now defines the application environment
* `Environment.Singularity.Path` now defines the image location. `Environment.Singularity.Type` can be `local` or `remote`, defining whether the given path applies to the local or the remote system.
* `Environment.Python` (optionally `Environment.Python.Path`) allows to give the path to a venv directory that should be sourced before executing an application.
* `Environment.Modules` allows to define a list of modules to load in the remote system before executing an application.
* `Environment.Variables` now allows defining environment variables to be set in the execution environment.
* `Exclude` field allows excluding files when uploading the MLproject directory