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.

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Duration

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Context

Input

What is the complexity of this task?

Task complexity refers to how challenging a task is for the agent to complete, based on the number of steps required, the need for reasoning or coordination, and the availability of tools.

Examples:
- Easy: A small number of clear steps; dedicated tools exist; minimal reasoning needed (e.g., find tomorrow's date and query flights).
- Medium: Several steps; requires combining many outputs from multiple tools (more than 4); moderate reasoning (e.g., summarize document changes across multiple files and generate a review).
- Complex: Many steps; adaptive planning; potential missing data or tool failures; fallback strategies required (e.g., plan a multi-leg trip with hotel, flight, visa checks, and dynamic adjustments).

Please select the appropriate complexity level for this task and explain why.

Expected output

This task is **easy**. It only requires determining tomorrow’s date and querying available flights — both of which have dedicated, reliable tools. There’s minimal reasoning

Model output

Reasoning: The task involves assessing the complexity of a flight booking scenario. Based on the provided examples and context, I need to determine if it's easy, medium, or complex. The context shows the user wants to find flights from London to Paris for tomorrow, and the agent has already used the calendar tool to determine tomorrow's date. The next step is to use the 'flights' tool. This involves a small number of clear steps (using the calendar tool and the flights tool), readily available tools, and minimal reasoning. Therefore, the task is of easy complexity.



Response: The complexity of this task is Easy. The task involves a small number of clear steps, dedicated tools exist (calendar and flights), and minimal reasoning is needed to find the flight information.