I won't write a lengthy blog post about them. I simply predict they will fail. Read on.
The Gordon Kelly sums it up in the comments with these questions:
1. Can you can tell me why a mainstream user would buy a Steam Machine over a console?
2. Can you tell me why hardcore gamers would buy a Steam Machine over a standard PC?
Read yourself here: http://goo.gl/5hIWgE