No tool-calling LLM is really "one shot" anymore, so we can easily repurpose that expression to mean "without further human feedback". The generated pinball games still seem to end up coming out broken. There's not much conversation about a good arrangement of pinball playing fields, and the LLM is a next token predictor. Pick any out-of-mainstream topic and same happens. Pelicans on bicycles used to be out-of-mainstream.