Reasoning strategies reinforced after a model reaches the right answer without carrying out the actual calculation or simulation will not generalize to novel systems and are therefore not useful.

“after actually do the the calculation simulations and it gets to the right answer and then you reinforce that policy and you upweight those reasoning strategies those reasoning strategies will not generalize to novel systems so it's not useful to us but as we build up baskets of experimental data and like stitching things together having the lineage the whole process that gives us the ability to construct new types of environments that are just not plausible elsewhere”