So clearly what I said earlier about the algorithm was wrong. I tested it some more and it seems like sometimes it is just reading my mind and other attemps it’s like it’s not even trying. I have fiddled around with the number of games the algorithm sees and it’s learning rate, and every time I think I got it I ask my brother (unbiased third party) to test it where it promptly fails. So, I have devised a plan to find the ultimate round robbin with about 200 different algorithms playing a total of 30 000 000 games of rock paper scissors to find the true champion. Hopefully this will let me find the best learning rate and sample size for the ai, therefore improving it’s game. might take a little while to execute, so we’ll see when that happens. also if there’s anyone who knows more about machine learning, please don’t hesitate to tell me what i could try. Thanks!