code-evolution

This paper proposes three co-evolutionary mechanisms (evaluator co-evolution, hierarchical deep evaluation, and weakness pressure) for LLM-driven code evolution in adversarial multi-agent games, achieving state-of-the-art results on the MCTF 2026 maritime capture-the-flag task.