Maybe CriticGPT could be used here [0]. Have the CoT model produce a result, and either automatically or upon user request, ask CriticGPT to review the hidden CoT and feed the critique into the next response. This way the error can (hopefully) be spotted and corrected without revealing the whole process to the user.
Day dreaming: imagine if this architecture takes off and the AI "thought process" becomes hidden and private much like human thoughts. I wonder then if a future robot's inner dialog could be subpoenaed in court, connected to some special debugger, and have their "thoughts" read out loud in court to determine why it acted in some way.
[0] https://openai.com/index/finding-gpt4s-mistakes-with-gpt-4/
Day dreaming: imagine if this architecture takes off and the AI "thought process" becomes hidden and private much like human thoughts. I wonder then if a future robot's inner dialog could be subpoenaed in court, connected to some special debugger, and have their "thoughts" read out loud in court to determine why it acted in some way.