How to Build Production Ready AgentScope Workflows with ReAct Agents, Custom Tools, Multi-Agent Debate, Structured Output and Concurrent Pipelines

MarkTechPost / 4/2/2026

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Key Points

The article provides a step-by-step tutorial for building an end-to-end AgentScope workflow in Colab, starting with wiring an OpenAI model call and verifying message/response handling.
It shows how to define custom tool functions, register them into an AgentScope toolkit, and use ReAct-style agents to orchestrate tool-augmented reasoning.
The guide covers advanced agent behaviors including multi-agent debate and how to obtain structured outputs from the workflow.
It also explains how to run concurrent pipeline stages to improve throughput and production-readiness in an agent system.

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 in a toolkit, and inspect the auto-generated […]

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