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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.

Illustration of independent geometric mechanisms passing paper tasks along branching amber tracks.
AI agents and the coordination of work.AI illustration by KeyNews
The KeyNews take

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 know
  1. AgentScope framework integration with OpenAI

  2. ReAct agents with custom tool functions

  3. Multi-agent debate systems

  4. Structured output capabilities

  5. 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…
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