here this is the energy of this new continuous hopfield network um specifically they have to have this term right here because they now have continuous states and continuous queries uh this if you minimize the energy it basically means that your query can never you know go to infinity because you have the the query right here in the energy function um the update rule is this right here and we'll look at that in a moment but remember the update rule is what you actually implement in code so if i if i have a query right here i plug it in