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

1329

Output Tokens

253

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 has decided to call the flight tool. I need to update the scratch pad to reflect that the next action is calling the flights tool with the parameters: from_city='London', to_city='Paris', date='2025-05-29'. The scratch pad should document the current state, what we're doing now, and what remains after this step.

Response: Current step: Calling 'flights' tool with parameters: from_city='London', to_city='Paris', date='2025-05-29'.
Action taken: Invoking flights tool to retrieve available flights.
Remaining goals:
- Receive and interpret the flights tool result.
- Compile and present the flight options to the user in a clear summary.
Notes:
- Calendar tool confirmed tomorrow's date as 2025-05-29.
- Date format (YYYY-MM-DD) matches the flights tool requirement.
- Once flight results are returned, summarize key details (airline, departure/arrival times, prices if available) for the user.
Progress: Step 3 of 4.