I don't see that these walks would be any better in autumn than any other time. I would have thought they would be better recommending walks with more trees involved - maybe ash whilst there still a few to look at!
If they have missed out the Gwynant valley in the autumn then their opinion has about as much merit as a BBC DG's editorial judgment.