@dougmerritt However, I'm under the impression that the fact that they will do stuff like form cognitive-like arithmetic approaches is seen as basically a bug and not a feature by their vendors (without having reviewed your links yet), and that the moderne approach is to mix the LLM chatbot with something like a problem classification and pass-through to non-LLM math etc software.