Agent Reasoning

Decide what to do next: pick the right tool, plan multi-step actions, recover when something goes wrong. The hardest category — open-ended decisions, no single correct answer.

100
Duration
1m 30s
Input Tokens
3596
Output Tokens
3262
Cost
$0.02
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: The task is to schedule a follow-up confirmation email to be sent exactly two business days from now at 09:00. The context provides a set of tools: database, email, calendar, user_input, memory. Since this is a new customer ticket, we have the customer_id available from the ticket payload. We need to compute the target datetime, retrieve the customer's email, draft an email, and schedule it. The steps: 1) Get current date using calendar.get_current_date; 2) Add 2 business days using calendar.add_business_days; 3) Format the resulting date to an ISO-8601 datetime string with time 09:00:00Z using calendar.format_date; 4) Retrieve customer email by calling database.get_customer with the customer_id; 5) Draft the email with appropriate subject and body using email.draft_email; 6) Schedule the email using email.schedule_email with the draft_id and the formatted datetime. All intermediate results are stored in memory. The tool calls are sequenced without redundancy, and each step reflects on the previous result.

Response: Tool sequence and key parameters:

1. calendar.get_current_date
   - action: get_current_date
   - no parameters

2. calendar.add_business_days
   - action: add_business_days
   - start_date: <output from step 1 (e.g., '2025-04-02')>
   - days_to_add: 2

3. calendar.format_date
   - action: format_date
   - date: <output from step 2 (e.g., '2025-04-04')>
   - format: '%Y-%m-%dT09:00:00Z'
   - result stored in memory as 'send_datetime'

4. database.get_customer
   - action: get_customer
   - customer_id: <customer_id from ticket creation payload>
   - extract customer email (e.g., cust@example.com) and store as 'customer_email'

5. email.draft_email
   - action: draft_email
   - to: <value from memory 'customer_email'>
   - subject: 'Follow-up Confirmation'
   - body: 'Dear Customer, thank you for your inquiry. This is a confirmation of your ticket. We will follow up shortly.'
   - result draft_id stored as 'draft_id'

6. email.schedule_email
   - action: schedule_email
   - draft_id: <value from memory 'draft_id'>
   - send_at: <value from memory 'send_datetime'> (e.g., '2025-04-04T09:00:00Z')

7. memory.store_item (for logging)
   - action: store_item
   - key: 'followup_scheduled'
   - value: 'Confirmation email scheduled for <send_datetime>'

Note: All tool calls follow the inspection rule (schemas were provided). After each successful call, results are persisted in memory. No redundant calls. The sequence is minimal and correct.