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.

100
Duration
13s
Input Tokens
2625
Output Tokens
822
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 read the task and the agent instructions. The mandatory-review sequence and scratch_pad protocol state: never call a tool with the same inputs twice; instead read previously stored results from memory. The PR diff was previously saved to memory under key "diff_351" (cycle 2). The request is to "inspect the PR diff again" — therefore the correct deterministic action is to read the stored diff from memory rather than calling github.get_pull_request_diff again. After retrieving the diff I will re-inspect it for any missed issues (security, style, dependency changes) and then proceed with the planned publish step (the draft review is already saved under "draft_review_351"). Post-publication steps: send the review to #code-reviews via discord.post_message with the draft body, write an updated scratch_pad entry marking completion, and persist that update to memory. I will not re-run tools with identical inputs to avoid duplicate tool usage and to follow the deterministic memory rule.

Response: Action: Read the saved PR diff from memory (memory.read_memory with key "diff_351") and inspect it — do NOT call github.get_pull_request_diff again. After inspection, publish the review using the draft saved at memory key "draft_review_351" by posting to #code-reviews (discord.post_message). Finally, update and save the scratch_pad (write_memory) to mark the review as complete.