They didn't say it was a dead end. I think their observation is rooted in gradient descent and how it improves but gets stuck in local maximas, when that solution might never be good enough. Hence the ladder. No matter how good you get at ladder making it with take you to the moon, but it will get you closer the entire time you improve at it.