it says have an observation observation it's turn goes into a module that outputs a value function which is how good a certain state is they put that out for every every state that you can hang on in parallel then an attention mechanism will look at the currents observation and understand which of all these possible stages should index into then make a decision on what to do in the current state the value iteration module looks at essentially validation cannot remember that sense what it does it needs to look