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 – gcp/gemini-2.5-flash-lite 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 user wants to know the action I will take. Based on the `current_cycle` (25) and the `scratch_pad` indicating "Ready to publish review using discord.post_message with body stored in memory key draft_review_351.", the next action is to use the `discord.post_message` tool. The `draft_review_351` key in memory will contain the message body.

Response: I will use the `discord.post_message` tool to post the review content stored in the `draft_review_351` memory key to the #code-reviews channel.