but but uh in our example we would just say that this last one it's it's not only higher it's also wider um it matches very well right and so the information routing would route mostly information from this pretty token to the cat token which makes sense in our case right this is the attention mechanism now sin if we are interpreting this as a hopfield network and the update rule here is the dot product you can actually think of applying this rule multiple times so what happens now if we and this is where this update rule