Shape mismatch error for out of sample inference

Sorry I have one further question. Weirdly, this now only works for me if I set obs2_data and sigma_data to some dummy values … I read that in some other post here, but that cannot be correct, right?! Cause how would it then differentiate between these and actual variables I have observed and need to update (such as covars_data here)? Appreciate the help!