Seeking help with some merge message issues when LangGraph is called in parallel

First of all, thank you for carefully reviewing my messy code—this is likely due to the fact that I’m still a beginner. I also appreciate the standardized guidance you’ve provided; I’ve gained a great deal from it. Additionally, due to the time difference, it’s time for me to rest, so please forgive me if I don’t reply promptly.

  1. At that time, I used blank_node to route to two parallel nodes, but I overlooked that it might also concatenate the context.

  2. I had followed some online tutorials, so I chose operator.add without being aware of add_messages.

  3. Could this be the reason why my parallel calls failed?

  4. I was eager to find a solution and only uploaded a demo. I apologize for the inconvenience this caused you when reviewing my code.

…… Thank you again for your guidance.