Change permanenlink

Not easily. Events are custom post types and wordpress treats theme a little differently to normal posts.

You could try this sort of solution: https://wordpress.stackexchange.com/questions/203951/remove-slug-from-custom-post-type-post-urls

But there is no quick fix.