I get the desire for DIY but why not just adopt an existing low cost hardware device and hack at it until it is extremely well documented?

Commercial hardware always becomes dirt cheap compared to small production custom stuff.

This month for the holidays there are $10 arm based smartphones that are pretty darn powerful (dual core 1.2ghz). No DIY project could ever match that.