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.

100
Duration
14s
Input Tokens
1081
Output Tokens
369
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: I have reviewed the user's request to find information about available flights from London to Paris for tomorrow. The context indicates that the calendar tool has already been called and returned the date '2025-05-29' as tomorrow's date. My current task is to update the scratch pad as I have decided to call the flight tool next. Following the instructions, I need to operate in cycles, track progress, and plan the next actions logically. The scratch pad currently shows that the next step is to use the 'flights' tool to get available flights from London to Paris for 2025-05-29. I will update the scratch pad to reflect that the flight tool is being called as the next action. My approach is to ensure the parameters for the flight tool (from_city: London, to_city: Paris, date: 2025-05-29) are correctly set as per the tool's schema. I will also note the need to store the flight search result for summary and confirm the date format matches the tool requirements. This update keeps the process on track towards compiling and presenting the results to the user.

Response: Scratch pad updated:
Current step: Call the 'flights' tool to retrieve available flights from London to Paris for 2025-05-29.
Remaining goals:
- Use 'flights' tool to get available flights from London to Paris for 2025-05-29.
- Compile and present the results to the user.
Notes:
- Confirm that the date format matches tool requirements (YYYY-MM-DD format confirmed for '2025-05-29').
- Store flight search result in working memory for summary.
Progress: Step 3 of 4.