Solution is exactly what is written in a title. But a little background. I am always tired with adding all the fields to admin classes (and even classes for new models). And this process is always the same -- easily scriptable thing. It is based on a snippet from djangosnippets.org.
Solution:
Links are not working very well with generic relations.