right here that you first multiply with the key matrix and then with the value matrix i think that's you know that i don't i doubt that this will will change anything um if you if you the only way that could really change anything is if this matrix here would be super low rank like collapse the space of um into like very few dimensions which the value matrix wouldn't do so you know but just letting you know that the technical equality requires this slight modification okay now we said that um it might not you know be that this is