The other big missing part here is the enormous incentives (and punishments if you don't) to publish in the big three AI conferences. And because quantity is being rewarded far more than quantity, the meta is to do really shoddy and uninspired work really quickly. The people I talk to have a 3 month time horizon on their projects.