You can run your own server, but there's no federation.
The reason for that I imagine is that they want a privacy preserving automatic lookup method (a single server can confirm phone numbers and allow privacy preserving contact list comparisons for its own clients), and aren't convinced of using a model where the public key is the identifier instead of your phone number.