The third book is incredible. I actually started with that one accidentally but don't regret it at all; it gets more interesting much more quickly than the first book.
It's definitely the case that the characters are just a vehicle for exploring these science fiction concepts, but the ideas are so clever and imaginative that I can forgive it most of the time.