good performance out turning image input into a representation on which validation runs and the encoding of image input will need to be such down the validation process actually gives good results and we even gave the validation process and flexibility to learn parts of that which showed that this way you can actually get very good performance on planning tasks they might say well planning with visual inputs shouldn't just choose you just be able to learn a confident that just kind of looks at it and makes the right decision