Writing this down here so that maybe next time I google it, I will find my own page :)
The magical incantation desired is
$ gdb --args clang++ .... Reading symbols from clang++...(no debugging symbols found)...done. (gdb) set follow-fork-mode child
Doing this means that gdb will not get stuck just debugging the clang driver!