The article introduces FAMOU, a framework that enhances LLM-driven strategy evolution in adversarial games by implementing co-evolutionary mechanisms. It demonstrates significant performance improvements in a maritime capture-the-flag task, achieving top rankings in competitions and showcasing the potential for algorithmic innovations in game strategies.