We can already say with a clear conscience that most of the faces of the evening will certainly be seen at our station. Not real, but at least virtual within a generating AI. These highly complex AI models generate human faces in a fraction of a second. However, when millions of parameters work together in the AI model, it is almost impossible for humans to understand how the faces are created in detail. In the search for familiar faces, we try to develop ideas together for a better understanding. First think for yourself, what makes a face for you? Then find out experimentally whether an AI model "thinks" in a similar way and why, for example, hair and jewelry provide good clues for distinguishing between real and fake images.