Roller printing plates

Hi all, I am making roller printing plates from 1/16" 0-1 steel.
Should I harden and temper them once I am finished. If so to what
temper (color). I made some from stainless steel but it is too hard
to cut. I textured both sides and put silver sheets on each side and
then I rolled it.

Vince LaRochelle