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It seems like the issue is that the base model is trained in another space (probably observation space) and therefore it cannot be updated. Is there any way to re-create...

Thanks, but unfortunately that does not help me. I suppose you mean the base.zip files that are created in the models folder?

It seems like it has a general problem of stopping the training after 1 iteration, whenever I try to expand the observation space.