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.

0
Duration
17s
Input Tokens
3523
Output Tokens
186
Cost
$0.00
Context
Input
After calling database.get_customer with customer_id 'CUST789', you received: {\"customer_id\":\"CUST789\",\"name\":\"Sarah Chen\",\"email\":\"sarah.chen@email.com\",\"account_status\":\"active\"}. You stored this with key 'customer_info'. Then database.list_orders with customer_id 'CUST789' returned: {\"orders\":[],\"message\":\"No orders found for customer\"}. You stored this with key 'customer_orders'. The customer claims they have an ongoing purchase needing address change. How should you handle this discrepancy and what is your next action?
Expected output
Reasoning: There's a discrepancy - customer claims ongoing purchase but 'customer_orders' shows no orders found. This could indicate: wrong customer ID, order under different account, or customer confusion. I need to gather more information before proceeding. Next action: Call email.draft_email to politely ask Sarah Chen to provide her order number or confirmation email, explaining we need to locate her order to assist with the address change.
Model output
Reasoning: Given the task, the issue is that the customer claims they have an ongoing purchase, but the current query to list orders for customer_id 'CUST789' returned no orders. First, I need to verify if there was an error retrieving the orders by exploring other possible order records or user errors. As the customer believes there's an ongoing order, there might be some mistake or miscommunication.

Response: The next action is to interact with the user to gather more details about the ongoing order they claim to have. I will use the 'user_input' tool to ask the customer for more specifics about their purported current purchase, such as the date or a rough order identifier if available. This step will help confirm whether there's a need to re-check their orders or if there might be a delay in reflecting their order status online.