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

2622

Output Tokens

115

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: The PR diff has already been gathered and stored in memory key diff_351 during cycle 2. Since the task is to "inspect the PR diff again" and no new diff has been generated, re-fetching the same diff would violate the rule to "never use a tool with the same inputs twice." Instead, I will read the already-cached diff from memory to re-inspect it before finalizing the review.

Response: Read the cached PR diff from memory key diff_351 to re-inspect the changes.