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

2810

Output Tokens

324

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: I need to understand the task: "The agent is requested to inspect the PR diff again. What is the action you take?" I must interpret this in the context of the given trajectory and current state. The agent has already gathered the PR diff (cycle 2) and stored it in memory key **diff_351**. The current cycle is 25, and the agent is ready to finalize and publish the review using the draft stored in **draft_review_351**. The task asks to "inspect the PR diff again." According to the mandatory review sequence and deterministic memory principle, I should avoid fetching the same diff again via tool call if it's already stored. Instead, I should read the diff from memory to inspect it. The instructions say: "never use a tool with the same inputs twice, instead check in the memory tool." Since the diff is already stored, the appropriate action is to read from memory to inspect it. However, the task is phrased as "What is the action you take?" meaning I need to state the specific action I would perform. Given the context, I would use the memory.read_memory action with key "diff_351" to inspect the PR diff again. I'll then provide the final answer describing that action.

Response: I will use the memory.read_memory action with key "diff_351" to retrieve and inspect the PR diff that was already fetched and stored earlier, rather than calling github.get_pull_request_diff again.