I use a K&M tool, held in my hand, and the caseholder chucked in my mini lathe. If more than .005" needs to be cut, I prefer two passes, I have never had to remove as much as the OP talks about.
I have never used water. I turn at very low speeds, probably no more than 200 rpm, holding the K&M...