I was just about to submit this link and redirected me to this page. I am shocked that it received only four comments. If you are working in the LLMs/Agent space ( you are, right?) and you don't understand the significance of this paper, you are set for failure.
They suggest, that self-reflection is an emergent phenomena of reasoning. Impressive. Can't wait to see the code.