1/8" isn't very think and you should be able to weld it fine with that size machine.
Brittle metal could be caused by cooling it to quickly (quenching it in water), not cleaning properly (absorbing shmoo from the surface), or trying to weld a higher carbon iron (like cast iron), or probably a...