Literally just using 1 parameter and thats a moving average. I don't know how much simpler I can get
Not even close. One major issue with backtesting results is not the number of parameters or curve-fitted vs. over-fitted but is related to how many variations of systems you tried before the one you finally chose. Read this article that I think explains the issue well and in graphical form.