LLM‑Built Game Rules Can Fool Planners: Accuracy Isn’t Enough
Researchers show that code world models synthesized by LLMs can achieve near‑perfect transition accuracy yet still lose when used by a planner, because rare but pivotal dynamics are missed. They introduce “play‑adequacy” as a stricter test, arguing planning‑oriented models must be evaluated on actual play outcomes.