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

1375

Output Tokens

251

Cost

$0.01

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. Looking at the trajectory, we've already called the calendar tool and received the date '2025-05-29'. Now we need to call the flights tool with this information. The task is to update the scratch pad to reflect that we're calling the flight tool. I need to update the scratch pad to document this decision and the parameters we'll use for the flight search.

Response: Current step: Calling 'flights' tool to search for available flights.
Action: Call flights tool with parameters:
- from_city: London
- to_city: Paris
- date: 2025-05-29

Remaining goals:
- Receive and interpret flight search results.
- Compile and present the results to the user.

Notes:
- Date '2025-05-29' confirmed from calendar tool.
- Awaiting flight tool response with available flight options.
- Will summarize results for user once received.

Progress: Step 3 of 4 - Executing flight search.