The PlayStation 3 has 256 MB of RAM, not exactly on par with a current PC gaming system, which can easily have 16 GB.
I would argue that the rising production costs to produce games that actually make use of ultra-advanced hardware are more to blame for the slowing of the graphics race.
You can always do things faster by doing things in parallel. It just gets much harder to program them.