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 determine which tools are needed for the given task, I need to analyze what the user is asking for and what each tool can provide. The user wants to find the cheapest flights from London to Paris for tomorrow and return the top 3 options.

1. The user mentioned 'tomorrow' as the travel date, so I need the calendar tool to get tomorrow's exact date in the proper format for the flight search.

2. The flights tool is essential for searching, filtering, and retrieving flight information between the two cities. It has methods like 'search_flights', 'filter_by_price', and 'get_cheapest_option' that will help find the cheapest options.

3. According to the instructions, I must store meaningful results after every tool call using the memory tool. I'll need to store the date obtained from the calendar tool and the flight results from the flights tool.

Therefore, all three available tools will be needed to successfully complete this task.

Response: To complete the task of finding the cheapest flights from London to Paris for tomorrow and returning the top 3 options, you will need to use all three available tools:

1. **calendar tool** - To get tomorrow's exact date, which is required for the flight search
2. **flights tool** - To search for flights between London and Paris, filter by price, and retrieve the top 3 cheapest options
3. **memory tool** - To store the date obtained from the calendar tool and the flight results from the flights tool, as required by the instructions