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 – mistral/magistral-medium-2506-eu Task | Opper AI

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 requests the agent to inspect the PR diff again. Based on the provided context, the agent has already gathered the PR diff in cycle 2, which was saved to memory under the key 'diff_351'. Therefore, to inspect the PR diff again, the agent should read the memory key 'diff_351' to retrieve the stored diff information.

Response: github.get_pull_request_diff