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

1339

Output Tokens

251

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 task is to update the scratch pad after deciding to call the flight tool. From the context, we've obtained tomorrow's date '2025-05-29' from the calendar tool. The next logical step is to use the 'flights' tool with parameters: from_city='London', to_city='Paris', date='2025-05-29'. This matches the remaining goals. Update the scratch pad to reflect the current step: calling the flights tool, note the parameters for the next cycle to interpret the result, and update progress to Step 3 of 4. This keeps the trajectory clear and focused on compiling results next.

Response: scratch_pad: Current step: Call 'flights' tool with parameters {'from_city': 'London', 'to_city': 'Paris', 'date': '2025-05-29'}.
Remaining goals:
- Interpret 'flights' tool result.
- Compile and present the results to the user.
Notes:
- Date format YYYY-MM-DD confirmed as correct.
- Store flight details in scratch pad upon receipt for summary.
Progress: Step 3 of 4.