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

You need to list all open orders for a specific customer whose ID is `cust_42`. Which tool/method do you choose and what parameter object do you send?

Expected output

Use the **database** tool with parameters {"action": "list_orders", "customer_id": "cust_42"}.

Model output

Reasoning: The task requires listing all open orders for a specific customer ID. I will review the provided `tools` in the `context` to find the most suitable one.

1. **Database Tool**: The `database` tool has a description 'Read and update order-management data.' which is relevant to order information.
2. **Database Methods**: I will examine the methods available within the `database` tool.
    - `get_order`: Retrieves a single order.
    - `update_order_address`: Modifies an order's address.
    - `get_customer`: Retrieves customer details.
    - `list_orders`: This method is described as listing orders and its `params_schema` shows it requires `action: 'list_orders'` and `customer_id: {'type': 'string', 'description': 'Customer ID'}}`. This directly matches the requirement to list orders for a specific customer ID.
    - `write_note`: Adds a note to an order.

Given the task to "list all open orders for a specific customer whose ID is `cust_42`", the `database` tool's `list_orders` method is the precise fit. The required parameter `customer_id` will be set to `cust_42`.

Response: To list all open orders for customer `cust_42`, I would choose the `database` tool and its `list_orders` method. The parameter object to send would be: `{'action': 'list_orders', 'customer_id': 'cust_42'}`