of a single node like this node here this cat node what it would do is it would inner product its own query vector with all of the key vectors right so it would build an inner product with all of these and then it would normalize it would put it through a soft max which will kind of give it a distribution right so here would give it like uh so this this actually matches because ma well my is also very important for cat this this this is just an accident i did not plan this uh this here this also well many things match