good but we've heard it it's very dependent on how well separated these patterns are and it turns out that it's you know at least in transformers they aren't always well separated and that might be on purpose remember the these states here the the patterns aren't pre-stored like in a classic hopfield network but the patterns if you interpret an attention mechanism as this are also generated by the network itself so the pattern matrix that you retrieve from and the query are generated by the attention mechanism in in this case as i said this