Did you compare the model params the large swarm returned vs the medium? there may not be much of a different. A large swarm sometimes won’t even help much.
Also, if you are plotting the data, you want to use the inference shifter to align the predictions with the observations. If predictions are trailing exactly one time step behind observations, it means the system does not have a valid prediction, so it will simply return the value it just observed.