> We have no better model for how human decision making works than LLMs

This is a claim that requires a lot of citations.

> biologically inspired

Nature inspires a lot of creation, but superficial similarities don’t mean other aspects are similar. Making an extremely realistic sculpture of a soufflé, even using a foam medium, doesn’t bring me any closer to being a chef, doesn’t mean I know anything about albumen foams, sauces, and heat transfer, and it doesn’t bring me any closer to having dinner ready. Browning on top of a soufflé is evidence of maillardization. You could pull up some studies on that and claim the brown on top of the soufflé sculpture, which I applied with an airbrush, proved that the Maillard reaction was occurring, and if another person didn’t know anything about cooking, they might even believe you. It would, of course, be completely wrong. And the other person, of course, could loudly exclaim that I can’t prove that there was no maillardization.