Okay, i guess is figured it out by my self again (why does this always happen right after i posted the question?)
Short: I needed to set FocusManager.IsFocusScope="true"
on the StackPanel
Long: see the answer to this question: Do I have to use CommandTarget? I thought any focused element would receive the Command