saying this usually converges in one step it's clear i guess why they do it right because the attention mechanism in transformers is a one-step application of this rule and this here is kind of a theoretical justification for interpreting this precisely as a hopfield network because you'd say well in a hopfield network you would do multiple steps but wait wait we can actually prove that even if you interpret it as a hub field network you it can it usually converges after one step so what you're actually doing in a