A Coding Guide to Design and Orchestrate Advanced ReAct-Based Multi-Agent Workflows with AgentScope and OpenAI

A recent tutorial demonstrates the development of an advanced multi-agent incident response system utilizing AgentScope, which orchestrates multiple ReAct agents with specialized roles such as routing, triage, analysis, writing, and review. By integrating OpenAI models, lightweight tool calling, and a straightforward internal runbook, the system enables complex, real-world workflows to be composed entirely in Python, minimizing infrastructure complexity and reducing brittle code dependencies. This approach showcases how modular, multi-agent architectures can be effectively implemented for incident management tasks, leveraging OpenAI's GPT-4 models and custom tooling. The implementation emphasizes structured communication through a