# Comprehensive examples and clearer guidance for multi-agent systems

> Agno’s Cookbook documentation has been fully updated with more examples and structured guidance for building production-ready multi-agent workflows.

- Published: 2025-09-09
- Author: Agno Team
- Category: Changelog
- Canonical: https://agno-com-nine.vercel.app/articles/comprehensive-examples-and-clearer-guidance-for-multi-agent-systems
- Markdown: https://agno-com-nine.vercel.app/articles/comprehensive-examples-and-clearer-guidance-for-multi-agent-systems.md

Agno’s **Cookbook documentation** has been fully updated with more examples and structured guidance for building production-ready multi-agent workflows.

**Why this matters:**

- Accelerates onboarding and development
- Reduces trial-and-error when building complex workflows
- Improves time-to-value and developer confidence

**Who this is for:**

New and existing engineering teams looking to scale agentic systems efficiently.

[Explore the updated Cookbook](https://docs.agno.com/how-to/v2-changelog#cookbook)