Posted this project with explanation and code to Hackster: NLP Request Elucidator for Home Assistant - Hackster.io. It’s kind of like a simple RAG (retrieval-augmented generation) agent with common sense for Home Assistant commands so that you can say “turn the lights off” and it’ll ask you which lights, and clarify your commands if there is ambiguity.