How to Build Production-Ready Agentic Systems with Z.AI GLM-5 Using Thinking Mode, Tool Calling, Streaming, and Multi-Turn Workflows

MarkTechPost / 4/4/2026

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Key Points

  • The article provides a step-by-step tutorial for building production-ready, agentic applications using Z.AI’s GLM-5 model.
  • It shows how to set up the Z.AI SDK and use the model via an OpenAI-compatible interface as the baseline for development.
  • It walks through advanced capabilities including thinking mode, tool calling, and streaming to support more capable and responsive agent behavior.
  • It explains how to design multi-turn workflows so the agent can handle tasks that require iterative reasoning and interaction over time.
  • Overall, the piece focuses on practical implementation patterns for deploying agentic systems rather than introducing a new model release or event.

In this tutorial, we explore the full capabilities of Z.AI’s GLM-5 model and build a complete understanding of how to use it for real-world, agentic applications. We start from the fundamentals by setting up the environment using the Z.AI SDK and its OpenAI-compatible interface, and then progressively move on to advanced features such as streaming […]

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