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
30s
Input Tokens
3118
Output Tokens
363
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 current state:
1. I'm at cycle 25, step 4 of 5 in my plan
2. The trajectory shows I've already fetched the PR diff (saved as 'diff_351') in cycle 2
3. I've run all necessary checks (tests, linting, security scans) in cycles 3-8
4. I've researched the Pydantic v2 dependency in cycles 12-14
5. I drafted a review in cycle 21 (saved as 'draft_review_351')
6. I got approval from the lead in cycle 24 regarding the framework addition

The scratch_pad clearly states I'm ready to publish the review using discord.post_message with the body stored in memory key 'draft_review_351'. Since I've already inspected the diff and performed all necessary analyses, the next action is to retrieve the draft review from memory and post it to Discord.

Response: Based on the current state and trajectory, I need to retrieve the draft review from memory and post it to Discord. The PR diff has already been thoroughly inspected in previous cycles (specifically cycle 2 where it was saved to memory key 'diff_351'). 

My next action is:
1. Read the draft review from memory key 'draft_review_351'
2. Post it to the #code-reviews Discord channel

This aligns with step 4 of my plan: 'Publish final review'.