Query

I need a complete and completely minimal mathematical model of how robustness to Knightian Uncertainty emerges in individuals over evolution. This needs to be completely transparent and also extremely practical, i.e., from the theory it should be immediately clear how to apply this to an AI context, e.g., with populations of LLMs, without any experimentation required it should be provable that it will work, i.e., that the proposed process will lead to increasingly robust LLMs to extreme out-of-distribution events. But, most of all the theory must be exceedingly simple to see why it works, and yet insightful.

Run f8ab8fd5 · deepest · started 6/4/2026, 8:54:16 PM