Intro GPUs are complex beasts - and certainly more mysterious in some ways than CPUs which come with ample amounts of documentation and manuals. Aspiring graphics programmers (too insignificant to have a devrel contact to give insight) are sometimes left to scrounge old GDC presentations on performance tips, with very little known about the inner workings of some GPUs.