Another argument made for an AI project causing a big jump is that intelligence might be the sort of thing for which there is a single principle. Until you discover it you have nothing, and afterwards you can build the smartest thing ever in an afternoon and can just extend it indefinitely. Why would intelligence have such a principle? I haven’t heard any good reason.
There’s a reason why not: Is there an Elegant Universal Theory of Prediction?