Simple Markov Chains Memoryless Property Question
I think you are not doing anything wrong, the markov property is satisfied when the prediction can be solely based on the present state. I do not think you are contradicting this "memoryless" condition (which applies to the whole chain) when you predict what could probaly happen after a last state that is already just predicted.