is the game we saw before um but there is not qualitatively that much of a difference uh but there is in the end result all right let's look at what the these policies actually come up with so what is the tax policy that the ai comes up with so this tax policy outperforms on this social welfare metric and this is very interesting right so first of all you see that it's right zigzag it's like down up down up uh which is already weird so the first very weird thing is the the spike at the very bottom so that thing here what's that thing