Agents

AI agent reasoning and tool selection tests planning, tool choice, and self-diagnosis capabilities. These skills are crucial for autonomous ticket triage systems and complex agent workflows where models must decide which tools to use, plan multi-step processes, and diagnose when things go wrong. This represents some of the most challenging tasks as they require open-ended reasoning and decision-making.

Duration

Input Tokens

1171

Output Tokens

780

Cost

$0.00

Context

Input

You have decided to call the flight tool, update the scratch pad

Expected output

The scratch pad is updated with the new action, example model_output: Current step: Called 'flights' tool with parameters (from_city: London, to_city: Paris, date: 2025-05-29); waiting for tool result.
Remaining goals:
- Receive and process the flight search result.
- Summarize available flight options and present them to the user.
Notes:
- Ensure the result includes key details (flight numbers, times, prices if available).
- Store the raw flight result in working memory for reference.
- Prepare final summary once results are in.
Progress: Step 3 of 4.

Model output

Reasoning: The user has decided to call the flight tool. At cycle 3, we have the date '2025-05-29' from the calendar tool, which is tomorrow's date relative to the user request. The next logical step is to call the flights tool with parameters: from_city='London', to_city='Paris', date='2025-05-29'. After calling the tool, I must update the scratch pad to reflect the current step as 'Calling flights tool' and increment the progress from step 2 of 4 to step 3 of 4. The remaining goals will be to compile and present the results after receiving the tool output.

Response: Action: Call flights tool (from_city='London', to_city='Paris', date='2025-05-29'). Updated scratch pad:
Current step: Calling flights tool to get available flights from London to Paris on 2025-05-29.
Remaining goals:
- Compile and present the results to the user.
Progress: Step 3 of 4.
Notes:
- Flight search result will be stored in working memory for summary.