Zarkaylia:

it’s based on a tutorial with some mix of


Well, sounds like you need to restructure the input data’s training windows. So features = n time steps, label = values at 30 days ahead. No idea what your data is but just because a model can predict 7 days ahead does not mean it will preform great at 30 days ahead. Just depends on the nature of the problem.