In the ever-evolving world of artificial intelligence (AI), the need for advanced solutions to optimize model performance is becoming increasingly critical. Multi-agent systems (MAS), which utilize several large language models (LLMs) to collaboratively solve complex problems, have emerged as a powerful tool in AI development. However, designing these systems efficiently—especially