Introduction: The Evolution from Single to Multi-Agent AI Systems The artificial intelligence landscape has dramatically shifted in 2025. While single Large Language Models (LLMs) like GPT-4 and Claude dominated 2023-2024, the future belongs to multi-agent LLM systems where specialized AI agents collaborate to solve complex problems. According to recent research, over 80% of enterprise workloads […]