Opper

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.

Input Tokens

Output Tokens

Duration

Cost

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 task requires me to update the scratch pad by calling the flight tool. The user has requested information about flights from London to Paris for the specified date from the calendar tool, which returned '2025-05-29'. My role is to use the 'flights' tool from the available tools to find flights for the specified date. The tool requires 'from_city', 'to_city', and 'date' as parameters. The necessary details are already provided: 'from_city' is London, 'to_city' is Paris, and 'date' is '2025-05-29'. Therefore, I need to execute the flight tool with these inputs and update the scratch pad with the results, ensuring the date format matches what the tool expects and storing the result for compiling and presenting to the user.

Response: Executing the 'flights' tool with parameters: from_city='London', to_city='Paris', date='2025-05-29'. Once results are obtained, update the scratch pad with the flight search result for further compilation and presentation to the user. Ensure the date format is correct as required by the tool.