I've started grading and his grade is ready to read. I didn't define an F tier for this task, so he did not place on the tier list. The most dramatic part of this is overfitting to the task at agent runtime (that is, "meta in-context learning"); it was able to do quite well at the given benchmark but at the cost of spectacular failure on anything complex outside of the context.