What do you mean watch out? Isn't "improving on an exhaustive search of all possibilities (perhaps with some smart pruning)" a way of saying global optimization? Unrelated, great job with JuliaOpt, if that is you.
And yes it is, thanks!
> One thing to watch out with these sorts of approaches is[:] (you are -> are you) actually improving …