Currently, after a successful edit has been made, the edit successful pop up will permanently stay visible

Presumably, this is because the page one is directed to after an edit is made has a "edit_successful" query parameter in the URL (eg https://open.ibis.wiki/article/Test_Article?edit_successful). This URL will remain static unless the page is changed.
I think the edit successful pop up should disappear after a short while.