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.

Duration

Input Tokens

2688

Output Tokens

310

Cost

$0.00

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: Looking at the context, I'm now in cycle 25 and the task is to publish the final review. The current step indicates: 'Ready to publish review using discord.post_message with body stored in memory key draft_review_351.' I need to: 1) Read the draft review from memory key 'draft_review_351', 2) Post it to the Discord #code-reviews channel, 3) Update the scratch_pad to mark completion. Let me first retrieve the draft review from memory.

Response: I need to first read the draft review from memory before posting it to Discord. Let me retrieve the content stored in key 'draft_review_351'.