I extensively use open source Chinese LLM’s for coding. Reading the reasoning traces, especially when planning and debugging code, is valuable. I will pause the llm when immediately when it’s made incorrect assumptions. Often I see I mention erroneous stuff in the reasoning that doesn’t show in the final response. And I’ll copy/paste phrases directly from the reasoning traces and explain why this is incorrect.