Let us now switch to a very different form of learning as a whole class will learn in core on no regret learning and it, it's difference in a fundamental way. first of all the methods themselves will not be model based, they will not explicity model what the other agent is doing. but rather we'll adapt the, the strategy directly there's one difference. 