Error 303 calling cuInit. Is the docker image broken?

The problem is that each docker run execution creates a new container. So a tweeking dialog would create a number of containers (one with each tweak). We newcomers expect to be able to evolve the created container without creating new ones on each interaction (See this doubt example). Perhaps we’re wrong and there’s a good reason to create them all. If so, an explanaiton would be very welcome.