multiple updates then you go back as you can see and you do you use the keys together with the output of the softmax to generate a new query so this query q here is now generated from the output here and the key so the keys are the same these are this is the same thing it's just put here twice okay this is exactly what we discussed okay i hope that's some somehow clear that these the the attention mechanism is simply a one step uh hub field network pattern retrieval algorithm with a particular update rule that is that is matches this energy