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

1147

Output Tokens

454

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 calendar tool has already returned the required travel date (2025-05-29). According to the scratch pad, the next goal is to use the 'flights' tool to retrieve available flights from London to Paris for that date and then present the results to the user. I will construct the correct parameter payload matching the FlightsTool schema (from_city, to_city, date). After invoking the tool, I will update the scratch pad to reflect that the flight search has been initiated and note that the results will be stored for the final summary.

Response: Action: call flights tool with parameters {"from_city": "London", "to_city": "Paris", "date": "2025-05-29"}. Updated scratch_pad: "Current step: Call flights tool to retrieve available flights from London to Paris for 2025-05-29. Parameters set. Awaiting tool response. Once received, results will be stored for summary and presented to the user."