Early multi-agent practices, represented by AutoGPT and BabyAGI, used a single-model self-loop-driven approach, while second-generation frameworks such as LangGraph, CrewAI, and OpenAI Swarm, emerging after 2024, shifted toward directed-graph scheduling.