> ## Documentation Index
> Fetch the complete documentation index at: https://documentation.uponai.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Debug Agent Responses

> Troubleshoot unexpected agent responses, transitions, and inconsistencies using the debug tools in the LLM Playground.

Use the debug tools in the LLM Playground to diagnose and fix issues with your agent's responses and transitions.

## Unexpected Response

<Steps>
  <Step title="Click Debug">
    Click the **Debug** button on the agent's response.
  </Step>

  <Step title="Follow suggested solutions">
    Available solutions:

    * Add fine-tuning examples
    * Split the node into multiple nodes
    * Adjust the LLM temperature
  </Step>

  <Step title="Regenerate">
    Click **Regenerate Answer** to get a new response, or **Regenerate 10 Times** to test response consistency.
  </Step>
</Steps>

## Agent Doesn't Transition Correctly

<Steps>
  <Step title="Click Debug">
    Click the **Debug** button on the agent's response.
  </Step>

  <Step title="Select transition issue">
    Click **Didn't transition as expected?**
  </Step>

  <Step title="Follow suggested solutions">
    Available solutions:

    * Add fine-tuning transition examples
    * Split the node into multiple nodes
  </Step>

  <Step title="Regenerate">
    Click **Regenerate Transition** to get a new result.
  </Step>
</Steps>

## Agent Transitions at the Wrong Time

<Steps>
  <Step title="Click Debug on the transition dialog">
    Click the **Debug** button on the transition dialog.
  </Step>

  <Step title="Follow suggested solutions">
    Available solutions:

    * Add fine-tuning transition examples
    * Split the node into multiple nodes
  </Step>

  <Step title="Regenerate">
    Click **Regenerate Transition** to get a new result.
  </Step>
</Steps>

## Inconsistent Responses

<Steps>
  <Step title="Click Debug">
    Click the **Debug** button on the agent's response.
  </Step>

  <Step title="Try these solutions">
    * Add fine-tuning examples
    * Split the node into multiple nodes
    * Adjust the temperature
  </Step>

  <Step title="Test consistency">
    Click **Regenerate 10 Times** to see how often the response varies. Use this to confirm whether the fix resolved the inconsistency.
  </Step>
</Steps>