This open thread at Making Light has a bunch of science fiction and fantasy book recommendations by a bunch of people. (Thanks to Mark D. for pointing this one out.)

And this post at A Small Victory has a bunch of fantasy book recommendations by whole ‘nother bunch of people. (Via Twisted Spinster)

As always with this sort of thing, your mileage may vary; but there are some good suggestions in there.