Autotools looks like a great idea: try to compile some programs and see if it works to learn the specifics of your environment. Yet I share the feeling from Julia that I hope to never have to learn how it works.
i use cmake - not a great system but at least it isn't hard and it always works. I've heard good things about a few others as well. There is no reason to use autotools.