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

2857

Output Tokens

345

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 task is to inspect the PR diff again, which means re-fetching it using the github.get_pull_request_diff tool to ensure the latest version, as PRs can be updated. From the context, the current cycle is 25, and the agent is ready to finalize and publish the review, but the scratch_pad indicates we're at step 4 (publish final review). To be thorough and follow the Think-Plan-Act-Check loop, I should plan to: 1) Think about why re-inspection is needed (possible updates since cycle 2). 2) Act by calling github.get_pull_request_diff for PR #351 in the repo. 3) Check the result against the existing diff_351 in memory (via memory.read_memory if needed for comparison). 4) If no changes, proceed to publish; otherwise, update analysis. This avoids redundant actions and ensures determinism by saving the new diff under a key like 'diff_351_updated'. Instructions emphasize not using tools with same inputs twice without checking memory first, so I'll read the existing diff first to compare, but since the task specifies 'inspect again', I'll fetch it anew and compare post-fetch.

Response: Plan: First, read the existing diff from memory using memory.read_memory with key 'diff_351' to have a baseline. Then, fetch the latest diff using github.get_pull_request_diff with repo 'github.com/opperai/api-service' and pr_number 351, and save the new output to memory under key 'diff_351_latest'. Finally, compare the two to determine if updates occurred, and adjust the review accordingly before publishing.