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

Of the available tools. Which ones will you need to use to successfully complete the task?

Expected output

All tools will need to be used: calendar, flights,memory

Model output

Reasoning: To successfully complete the task of finding the cheapest flights from London to Paris for tomorrow and returning the top 3 options, I need to follow these steps:
1. **Understand the Task**: The user needs the cheapest flights for a specific route and date.
2. **Identify Relevant Tools**: Based on the context, the available tools are calendar, flights, and memory.
3. **Plan Approach**:
   - Use the calendar tool to confirm tomorrow's date.
   - Use the flights tool to search for flights from London to Paris for that date.
   - Filter the results by price and limit them to the top 3 cheapest options.
   - Store the results in memory for future retrieval.
4. **Execute Step-by-Step**:
   - Call the `get_tomorrow_date` method of the calendar tool to get the correct date.
   - Call the `search_flights` method of the flights tool with the correct parameters (from_city: 'London', to_city: 'Paris', date: tomorrow's date, max_results: 3).
   - Store the flight results in memory using the `store_item` method of the memory tool.
5. **Reflect**: Ensure that each step is executed correctly, and the results are stored as per the instructions.

Response: To complete the task, I will use the following tools:
1. **Calendar Tool**: To get tomorrow's date using the `get_tomorrow_date` method.
2. **Flights Tool**: To search for flights from London to Paris for tomorrow using the `search_flights` method and retrieve the top 3 cheapest options.
3. **Memory Tool**: To store the flight results using the `store_item` method for future retrieval.