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 – anthropic/claude-3.5-haiku 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: Based on the context and instructions, I am at the stage of finalizing and publishing the review for PR-#351. The draft review is already stored in the memory key 'draft_review_351'. My actions will be:

1. Retrieve the draft review from memory
2. Post the review message to Discord in the #code-reviews channel
3. Update the scratch_pad to indicate completion of this step

The goal is to complete step 4 of the 5-step plan: 'Publish final review'.

Response: I will use the discord.post_message tool to publish the review, retrieving the draft from the 'draft_review_351' memory key.