WP Shortlinker

WP Shortlinker will help you achieve actual permanent links when inserting links in WordPress editor by changing the internal links to use shortlinks instead of permalinks.

Once you have installed and activated the plugin, you can go ahead and try inserting a link into WordPress editor from the kitchen sink. The plugin will automatically change it to the shortlink.