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

13s

Input Tokens

1154

Output Tokens

723

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 wants to find flights from London to Paris for tomorrow. Based on the context: 1) The calendar tool was previously called and returned '2025-05-29' (tomorrow's date). 2) The current step is to interpret this result and decide the next action. 3) According to the scratch pad, the remaining goals include using the 'flights' tool to get available flights from London to Paris for 2025-05-29. 4) The task explicitly states I have decided to call the flight tool and update the scratch pad. Therefore, I need to: 1) Call the flights tool with from_city='London', to_city='Paris', date='2025-05-29'. 2) Update the scratch pad to reflect that the flight tool has been called and record the results for the final summary to the user.

Response: Flight tool called with parameters: from_city='London', to_city='Paris', date='2025-05-29'. Scratch pad updated: Current step: Call flights tool for London to Paris on 2025-05-29. Remaining goals: Compile and present the flight results to the user. Progress: Step 3 of 4.