I remember in 2017, it was said that "regular" machine learning techniques were better for time series than neural networks. It seems like this blog post is indirectly references that belief and gives. It seems like the idea is simpler ML can be tuned to a given time series whereas neural network require lots of training.

Also, one method works better than another is more meaningful than "predicting the future is hard".