You are using the TemporalMemory algorithm for predictions, so I expect that. If you need better temporal predictions, you should use the even older BacktrackingTM.
Random note on this:
Changing the RDSE resolution value from 0.88 down to 0.4, or switching to the old regular Scalar Encoder, knocks MAPE down to a nicer 30%.