here by i it's maybe something like this but so they are different but you want to say well i kind of know what i want i kind of want something like this and then the hopfield network would answer with ah i have something like this it's this right here okay so you that the connection to attention mechanism should become pretty pretty obvious right now but you know the um to actually establish this formally is the kind of the point of this paper and you know it's pretty cool to see so they formulate this new energy right