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: The user wants to find the cheapest flights from London to Paris for tomorrow and return the top 3 options. I need to identify which tools are necessary to complete this task based on the provided context.

1. **Calendar Tool**: I need to determine tomorrow's date to use as the flight search date. The calendar tool has methods like get_tomorrow_date which is directly relevant.
2. **Flights Tool**: This is the core tool needed to search for flights. It has methods like search_flights, get_cheapest_option, and can filter results (max_results=3 for top 3 options).
3. **Memory Tool**: As per rule #3, I must store meaningful results after every tool call, so the memory tool will be used to persist the date and flight results.

The workflow will be:
- Use calendar tool to get tomorrow's date
- Use flights tool to search London→Paris flights for that date
- Use flights tool to get the 3 cheapest options
- Store all intermediate and final results in memory

Therefore, all three available tools (calendar, flights, memory) will be needed to successfully complete this task.

Response: Based on the task requirements and available tools, I will need to use ALL three available tools:

1. **calendar** - To get tomorrow's date needed for the flight search
2. **flights** - To search for flights from London to Paris and find the cheapest options
3. **memory** - To store the date and flight results as required by the agent rules

All tools are essential and will be used in sequence to complete the task effectively.