Am I creating needless duplications of the same "last saved" project?
Yes.
...will it eventually overwrite the earlier versions in the autosave folder?
Yes.
It is a good practice to aways hit 'save' before you walk away from your project for any length of time.
Premiere does not know your project is unchanged...
only that it is un-saved.