If you want to reload a specific state of a part, you have to save it.
The “saved state” of parts is not auto saved.
The actual state of parts is auto saved.
Edit : I checked. If you save a project, then save a part, then reload the project, the part is not saved. So I think parts are saved with bank.work files.