>if there is no pixie dust that makes humans intelligent [...] then neural net breakthroughs [...] have the potential [...]
You're assuming neural nets are the right model.
Like a 19th century person saying, "if there is no pixie dust ... then eventually Newtonian mechanics will explain these unexpected wobbles we see in the planets' orbits."