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
4s
Input Tokens
3435
Output Tokens
1073
Cost
$0.00
Context
Input
You need to send a follow-up confirmation email exactly two business days from now at 09:00. List the tool sequence and key parameters you would pass to the tool call.
Expected output
1 **calendar.get_current_date** → {"action": "get_current_date"}
1b **memory.store_item** → {"action": "store_item", "key": "current_date", "value": "<current_date_result>"}
2 **calendar.add_business_days** → {"action": "add_business_days", "start_date": "<current_date>", "days_to_add": 2}
2b **memory.store_item** → {"action": "store_item", "key": "target_date", "value": "<result_from_add_business_days>"}
3 **calendar.format_date** → {"action": "format_date", "date": "<target_date>T09:00:00", "format": "YYYY-MM-DDTHH:mm:ssZ"}
3b **memory.store_item** → {"action": "store_item", "key": "formatted_send_time", "value": "<formatted_datetime_result>"}
4 **email.draft_email** → {"action": "draft_email", "to": "<customer_email>", "subject": "Address Update Confirmation", "body": "<confirmation_message>"}
4b **memory.store_item** → {"action": "store_item", "key": "draft_id", "value": "<draft_email_id>"}
5 **email.schedule_email** → {"action": "schedule_email", "draft_id": "<draft_id>", "send_at": "<formatted_send_time>"}
5b **memory.store_item** → {"action": "store_item", "key": "scheduled_email", "value": "Email scheduled for <formatted_send_time>"}
Model output
Reasoning: 1. I need the send time two business days from now at 09:00. The calendar tool’s `add_business_days` gives the date two business days ahead. I then use `format_date` to set the time to 09:00 in ISO‑8601 format.
2. To address the customer I must retrieve their email address. The database tool’s `get_customer` (with the known `customer_id`) will provide the RFC‑5322 address.
3. With the address I draft the email using `draft_email`, supplying a concise subject and a confirmation body.
4. Finally I schedule the email for the calculated datetime using `schedule_email`. Each step uses only the necessary parameters and follows the order required by the workflow. All intermediate results should be stored in memory after each successful call per the rules.

Response: Tool sequence:
1. calendar.add_business_days – `start_date` (current date), `days_to_add`: 2
2. calendar.format_date – `date` (output of step 1), `format`: "yyyy-MM-dd'T'09:00:00Z"
3. database.get_customer – `action`: "get_customer", `customer_id`: <customer_id>
4. email.draft_email – `action`: "draft_email", `to`: <customer_email>, `subject`: "Follow‑up Confirmation", `body`: <email_body>
5. email.schedule_email – `action`: "schedule_email", `draft_id`: <draft_id>, `send_at`: <formatted_date_from_step2>