The r1 somehow knew at an early stage that the message was HELLO but it couldn’t figure out the reason. Even at the end, its last “thought” insists that there is an encoding mistake somewhere. However the final message is correct. I wonder how well it would do for a nonstandard message. Any sufficiently long English message would fall to statistical analysis and I wonder if the LLMs would think to write a little Python script to do the job.