In org-roam v2, file names are definitely not random.

For example, when calling org-roam-node-find to create a new note, say I type "This is My New Note". The file created is named "this_is_my_new_note.org".

Here's an article regarding workflow from the maintainer that I found quite helpful: https://jethrokuan.github.io/org-roam-guide/