Comment by bandrami

Isn't that question a category error? The "why" the agent did that is that it was the token that best matched the probability distribution of the context and the most recent output (modulo a bit of randomness). The response to that question will, again, be the tokens that best match the probability distribution of the context (now including the "why?" question and the previous failed attempt).