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 update the scratch pad to reflect that I've decided to call the flights tool. Based on the context, I'm at cycle 3 where I've already obtained tomorrow's date (2025-05-29) from the calendar tool. Now I'm moving to the next step which is calling the flights tool with the appropriate parameters: from_city='London', to_city='Paris', and date='2025-05-29'. I should update the scratch pad to document this decision and prepare for the tool call.

Response: Current step: Call flights tool to search for available flights.
Action decided: Use 'flights' tool with parameters:
- from_city: 'London'
- to_city: 'Paris'  
- date: '2025-05-29'

Remaining goals:
- Execute flight search and retrieve results
- Process and compile flight information
- Present comprehensive results to the user

Notes:
- Date obtained from calendar tool: 2025-05-29 (tomorrow)
- Parameters ready for flights tool API call
- Next cycle will process flight search results

Progress: Step 3 of 4 - Executing flight search.