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 task is to identify which available tools I need to use to successfully complete the underlying user request in the context: finding the cheapest flights from London to Paris for tomorrow and returning the top 3 options. The available tools are calendar, flights, and memory.

Step-by-step thought process:
1. Understand the user request: Find flights from London to Paris for 'tomorrow', get the cheapest ones, and return top 3.
2. To handle 'tomorrow', I need the exact date. The calendar tool is necessary to retrieve tomorrow's date (e.g., using get_tomorrow_date method).
3. With the date, I can search for flights using the flights tool (e.g., search_flights with from_city='London', to_city='Paris', date from calendar, and possibly max_results). Then, use methods like filter_by_price or get_cheapest_option to get the top 3 cheapest.
4. Per the instructions (rule 3), after every tool call, I must store meaningful results in memory using the memory tool (e.g., store_item for dates and flight results).
5. Chaining: calendar → flights → memory, as per rule 6.
6. All three tools are required: calendar for date, flights for searching and filtering, memory for storing results as mandated.

I will optimize for minimal actions, follow rules like getting methods/parameters first if needed, but for this meta-task, I'm just identifying the tools.

Response: To successfully complete the task of finding the cheapest flights from London to Paris for tomorrow and returning the top 3 options, I will need to use the following tools: calendar, flights, and memory.