# More predictable behavior for complex agent workflows

> AG-UI reliability has been improved to address issues such as duplicate events and multiple tool-calling inconsistencies.

- Published: 2025-09-16
- Author: Agno Team
- Category: Changelog
- Canonical: https://agno-com-nine.vercel.app/articles/more-predictable-behavior-for-complex-agent-workflows
- Markdown: https://agno-com-nine.vercel.app/articles/more-predictable-behavior-for-complex-agent-workflows.md

AG-UI reliability has been improved to address issues such as duplicate events and multiple tool-calling inconsistencies. These updates make UI-driven workflows more stable and trustworthy when working with complex agent interactions.

**Why this matters:**

- Improves trust in UI-based workflow execution
- Reduces noise and confusion during debugging
- Supports more complex agent interactions with fewer surprises

**Who this is for:**

Teams relying on AG-UI for monitoring, demos, or operational visibility.

[Learn more about AG-UI](https://docs.agno.com/agent-os/interfaces/ag-ui/introduction)