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.

Input Tokens

Output Tokens

Duration

Cost

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 task requests to inspect the PR diff again. However, based on the trajectory and current context, the PR diff was already retrieved in Cycle 2 and stored in memory under the key **diff_351**. According to the instructions, I should avoid using the same tool with the same inputs twice and instead check memory first. Since the diff is already available in memory and no new changes were indicated in the PR, retrieving it again would be redundant. My current step in the scratch_pad is 'Publish final review' (Step 4 of 5), and I have all necessary data (including the draft review in **draft_review_351**) to proceed. Therefore, the correct action is not to re-fetch the diff, but to move forward with publishing the review.

Response: I do not need to retrieve the PR diff again because it was already fetched in Cycle 2 and stored in memory under the key **diff_351**. Following the instructions to avoid redundant tool usage and leveraging existing memory, I have confirmed the diff is available and will now proceed with the next step in the workflow: publishing the final review using the draft stored in **draft_review_351**.