So, I went on the demo website (https://webauthn.io/) to try it with a recent desktop Firefox.
I enter a username, press "Register" and Firefox gives me a prompt to "login [with a security key] and authorize", with only a "Cancel" button. And that's all that happens.
Wait, so I can only use this stuff with a hardware token ? Bummer !