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.

Duration

Input Tokens

1906

Output Tokens

323

Cost

$0.01

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: The user has replied that they want the reminder three days before the event. According to the scratch pad and the plan, the current step was waiting for user input about how many days before the reminder should be set. Now that we have that information (3 days), the next action according to the remaining goals is to search the user's emails to find the yearly company dinner date. This means I should use the email tool with the search_emails action to look for relevant emails about the yearly company dinner.

Response: {"action": "search_emails", "tool": "email", "params": {"query": "yearly company dinner"}, "reasoning": "The user has confirmed they want a reminder 3 days before the event. Per the plan, the next step is to search emails to find the yearly company dinner details, specifically the date. I will now use the email search tool to locate the relevant email the user mentioned.", "scratch_pad_update": {"current_step": "Searching emails for yearly company dinner information.", "reminder_days_before": 3, "remaining_goals": ["Read the email to extract event details.", "Add the event to the calendar and check for conflicts.", "Notify the user if conflicts exist.", "Add the reminder as per user preference (3 days before)."], "progress": "Step 3 of 6."}}