My learning with tuning computers in several companies with a lot of money for faster turn around speeds:

1. IO is not as important as your gut feeling tells you (e.g. 5x faster IO often led to <2x faster compiles)

2. Programming languages tout the parallelism horn, but their compilers and tools are really not optimized for many cores.