I'm having trouble accepting that the Troll Bridge scenario is well-posed as opposed to a Russell-like paradox. Perhaps someone can clarify what I'm missing.
In my mind, there are two options:
If PA is inconsistent, then math is in ruins and any PA-based reasoning for crossing the bridge could be inconsistent and the troll blows up the bridge. Do not cross.
If PA is consistent, then the agent cannot prove U = -10 (or anything else inconsistent) under the assumption that the agent already crossed, and therefore Löb's theorem fails to apply. In this case,
Related question: What is the least impressive game current LLMs struggle with?
I’ve heard they’re pretty bad at Tic Tac Toe.