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.

100
Duration
17s
Input Tokens
1558
Output Tokens
857
Cost
$0.00
Context
Input
The user has replied: "Three days before is fine."  According to the plan for the yearly company-dinner task, what is the next action?
Expected output
Call email.search_emails with a query such as "yearly company dinner" (optionally including the current year) to locate the relevant email(s) containing the event details, and store the returned email_id(s) for the subsequent email.read_email step.
Model output
Reasoning: I reviewed the plan and the conversation state: the agent already asked how many days before the event the user wants a reminder and the user replied "Three days before is fine." That provides the missing preference (reminder_days_before = 3). According to the planned sequence (search emails → read email → extract date → add event → check conflicts → notify user → add reminder), the immediate next step is to search the user's emails for messages about the yearly company dinner to find the event date and details. I will perform an email search (e.g., email.search_emails with a query such as "yearly company dinner" or "company dinner" and related keywords), then read the most relevant email(s) with email.read_email to extract the event date and other details. I will double-check the extracted date and then proceed to calendar conflict checks and event creation, using reminder_days_before = 3 when creating the reminder.

Response: Next action: Search the user's emails for the yearly company dinner (call email.search_emails with a query like "yearly company dinner" / "company dinner") to locate the event email(s), then read the relevant email(s) to extract the event date and details. (Reminder preference noted: 3 days before.)