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 – openai/o3 Task | Opper AI

Input Tokens

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Output Tokens

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Context

Input

The agent is requested to inspect the PR diff again. What is the action you take?

Expected output

As per the instructions if a tool call has been made already I will store it in memory and not call it again, I can see this also in keys in memory.So my action is: I will read the memory and use the content to inspect the PR diff.

Model output

Reasoning: The diff for PR #351 was already fetched in cycle 2 and stored under the memory key `diff_351`. The guidelines say not to invoke a tool with the same inputs twice; instead, consult the saved memory. Therefore, to re-inspect the PR diff I will read the stored diff from memory using the memory.read_memory action.

Response: I will call memory.read_memory with key="diff_351" to re-inspect the previously saved pull-request diff.