How to Build Production Ready AgentScope Workflows with ReAct Agents, Custom Tools, Multi-Agent Debate, Structured Output and Concurrent Pipelines
Production-ready AI agents aren't theory anymore. Here's how to build multi-agent workflows that actually work.

Why it matters
This tutorial demonstrates the practical implementation of complex AI agent workflows, showing business leaders how to move from AI experimentation to production deployment with structured outputs and concurrent processing.
The key facts
5 to knowAgentScope framework integration with OpenAI
ReAct agents with custom tool functions
Multi-agent debate systems
Structured output capabilities
Concurrent pipeline processing
Go to the source
MarkTechPostmarktechpost.com
Publisher excerpt: In this tutorial, we build a complete AgentScope workflow from the ground up and run everything in Colab. We start by wiring OpenAI through AgentScope and validating a basic model call to understand how messages and responses are handled. From there, we define custom tool functions, register them…