How can I create 360° Videos? First I don't want make an animation. I just want to understand how I can make a Scene and wander around in it with 360°.

I mean this as an example.
In blender cycles, change your camera settings to these

Then render and use KolorEyes to run your 360 video: http://www.kolor.com/kolor-eyes/

Hope this helped.