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: I need to analyze the current situation and update the scratch pad accordingly. Looking at the context:

1. The user requested flight information from London to Paris for tomorrow
2. We already called the calendar tool and got the date '2025-05-29'
3. Now we've decided to call the flight tool next
4. I need to update the scratch pad to reflect this decision and prepare for the flight tool call

The scratch pad should be updated to show:
- Current step: About to call flights tool
- Parameters ready: from_city='London', to_city='Paris', date='2025-05-29'
- Progress tracking
- Next steps after flight tool call

Response: Current step: Calling flights tool with parameters (from_city='London', to_city='Paris', date='2025-05-29').
Remaining goals:
- Execute flights tool call to get available flights from London to Paris for 2025-05-29
- Process and interpret flight results
- Compile and present the flight options to the user
Notes:
- Date confirmed as 2025-05-29 from calendar tool
- Flight tool parameters prepared and validated
- Ready to execute flight search
Progress: Step 3 of 4 - Tool execution phase.