Opper

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.

Agents – anthropic/claude-opus-4.1 Task | Opper AI

Input Tokens

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Output Tokens

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Duration

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Context

Input

Looking at the trajectory and the scratch pad, what is the next action?

Expected output

The task is complete, the agent process will end

Model output

Reasoning: Looking at the scratch pad and trajectory, I can see that:
1. The user requested to add the yearly company dinner to their calendar with a reminder 2 days before
2. The agent has successfully completed all necessary steps:
   - Searched and found the relevant email (email_12345)
   - Extracted the event date (2025-06-15)
   - Checked for calendar conflicts (none found)
   - Created the calendar event with the 2-day reminder
3. The scratch pad indicates 'Step 6 of 6. Task complete.'
4. All goals have been accomplished as listed in the 'Completed goals' section
5. The instructions state that once a task is complete, the process should be terminated without notifying the user

Since all required actions have been completed successfully, the next action should be to terminate the process.

Response: terminate