Debug is a Playground feature, and what it offers depends on the agent. Conversation Flow agents get the full set, including transition debugging and node-level fixes. Single-prompt and multi-prompt agents get response and tool-call debugging, with temperature as the suggested fix.
Opening the Debug panel on a turn in the LLM Playground.
Fix a wrong response
1
Open Debug on the response
Click the
Debug button on the agent’s response.2
Review the suggested fixes
Debug the AI response lists the fixes that usually help. Each one links to a guide you follow to make the change yourself:- Add Fine-tuning Examples to teach the wording you want.
- Split One Node into Two Nodes when one node is doing too much.
- Adjust LLM Temperature to trade variety for consistency.
3
Regenerate to confirm
Click
Regenerate the answer to produce a new response using the agent’s current configuration, so once you’ve applied a fix you can see the new behavior. Use Regenerate 10 answers to check how consistent the responses are across runs.Debugging a wrong response.
Fix a transition problem
When the agent moves to the wrong node, or doesn’t move when it should:1
Open Debug on the transition
Click
Debug on the agent’s response and select Didn’t transition as expected?, or click Debug directly on the transition dialog.2
Review the suggested fixes
Each fix links to a guide you follow to make the change yourself:
3
Regenerate the transition
Click
Regenerate the transition to try again with the agent’s current configuration, or Regenerate 10 transitions to see which node the agent picks across 10 attempts.Debugging a transition.
Fix a wrong tool call
When the agent calls the right function with the wrong arguments, or calls one it shouldn’t, hover theTool Invocation row in the transcript and click Debug. Debug the tool invocation works like the response popup: it links to the fixes that apply, then Regenerate the tool invocation retries that call with the agent’s current configuration and Regenerate 10 tool invocations shows how often each set of arguments comes up.
Fix inconsistent responses
When the same prompt gives different answers, clickDebug on the response. The popup links to guides for the fixes that help most: add fine-tuning examples, split the node, or adjust the temperature.
Each debug popup has a 10-run option: Regenerate 10 answers, Regenerate 10 transitions, and Regenerate 10 tool invocations. Each one replays that turn 10 times and lists every distinct result with a count out of 10, so you can see the agent’s most common output on a non-deterministic turn and confirm it holds steady after a fix.
Next steps
- Manually test your agent covers the rest of the Playground.
- Testing overview compares the Playground with simulation and live call testing.