Agents – openai/gpt-4.1-mini Task | Opper AI

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

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Output Tokens

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Duration

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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 task asks what action to take when requested to inspect the PR diff again. Reviewing the provided context, particularly the trajectory and scratch_pad, the agent has already fetched the PR diff (stored in memory key diff_351) in cycle 2. The instructions specify never to re-use the same tool inputs twice and to rely on memory instead. Since the diff is already saved in memory and available for review, the best action is to access (read) the saved diff from memory rather than fetching it again via github.get_pull_request_diff. This ensures efficiency and respects the guidelines. Therefore, the appropriate action is to read the PR diff from memory key diff_351 for inspection.

Response: Use the memory.read_memory action to retrieve the saved PR diff by reading the memory key "diff_351" to inspect the diff again.