The delayed fadeout is a new feature - I think it was staying on indefinitely before, at least in the beta.

For me the hover menu on the reading page works as expected the first time, but then it flashes off immediately if I bring the same one up again. (Using Google Chrome.) Definitely some inconsistency there.