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/o4-mini Task | Opper AI

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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: We need to re-inspect the PR diff. Since we already retrieved it earlier and stored it under memory key "diff_351", following the guideline to avoid duplicate tool calls, we should read the existing diff from memory rather than calling the GitHub API again.

Response: Invoke memory.read_memory with key "diff_351" to retrieve the PR diff for inspection.