at least it doesn't learn to one shot produce only if you opt in for a few steps will it get this so you optimize at inference time and that seems to be very important you can see again here demonstrations of this so the example is this and then the model as you can see after 20 steps learn optimizes the points to go to these locations whereas after only one step it didn't do that yet so there are complex things at work here and this column here is where you don't have a relational or neural network so you can't basically