well. $35 dollar Raspberry pi, an SD card. is all you really need.
you can use the same USB keyboard and mouse you currently use to control the thing, and an old TV as a monitor.
search for Baking pi tutorials for bare metal programming in assembly and creating your own OS and programs etc.