Another proof this probabilistic stochastic approach works on the prediction/token level, but not on the semantic level, where it needs a discreet system. This

Another proof this probabilistic stochastic approach works on the prediction/token level, but not on the semantic level, where it needs a discreet system. This essentially reminds of RAG setup and is similar in its nature. Perhaps reiterating my previous sentiment that such application of LLMs together with discreet structures brings/hides much more value than chatbots who will be soon considered mere console UI.