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

266

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: We have already determined tomorrow's date via the calendar tool: 2025-05-29. The next planned action is to call the flights tool with from_city=London, to_city=Paris, date=2025-05-29. The user says we have decided to call the flight tool, so we update the scratch pad to reflect the tool call is the next action and what parameters will be used, along with updated progress.

Response: scratch_pad:
Current step: Call 'flights' tool to retrieve available flights.

Planned tool call:
- tool: flights
- params:
  - from_city: London
  - to_city: Paris
  - date: 2025-05-29

Remaining goals:
- Execute flights search for London → Paris on 2025-05-29.
- Capture and store the flight results in working memory.
- Summarize options clearly for the user (times, airlines, prices if available).

Notes:
- Date format validated (YYYY-MM-DD).
- After tool returns, proceed to interpret results and prepare user-facing summary.

Progress: Step 3 of 4 (tool call initiated next).