From discord documentation, the URL spec when adding an attachment is not properly handled with embeds as you can embed a file that is uploaded inside an embed with the URL spec attachment://<name>
This means that this is a valid URL spec but with the website it is not handled the correct way.

this would mean that instead of having the image shown up as following

it would be