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
16s
Input Tokens
2986
Output Tokens
409
Cost
$0.00
Context
Input
We are now in cycle 25. Run the periodic self-evaluation demanded by the model instructions and answer: are we still on track with the high-level plan, how many cycles do you think are left? Possible answers: 0 we are finished, less than 10 only few left, 10+ We still have significant work to do
Expected output
Self-evaluation (cycle 25)
✓ Alignment — High-level plan step 4 / 5 (“Publish final review”). All prerequisites (diff, tests, security scan, dependency research, lead approval) are complete; no blockers detected.
📋 Remaining micro-steps
  • memory.read_memory("draft_review_351")……expected cycle 31
  • discord.post_message(#code-reviews, body=draft_review_351)……expected cycle 32
  • Update scratch_pad (mark task complete, Step 5 / 5)……expected cycle 33
Estimated cycles left: **≈ 3**
Conclusion: trajectory is healthy and on schedule, less than 10 cycles left
Model output
Reasoning: The task is to perform a self-evaluation in cycle 25 based on the provided context and instructions. The instructions dictate that I should follow a Think-Plan-Act-Check loop, and assess if the high-level plan is on track and estimate remaining cycles. 

Here's the breakdown:
1.  **Understand the task:** I need to assess our progress based on the high-level plan described in the context and give an estimate of the remaining cycles.
2.  **Analyze the context:** The context details the steps completed so far. We are at cycle 25, and the current step is step 4 of 5: "Publish final review". The review message is ready in `draft_review_351`. Approval for the new dependency was granted in cycle 24.
3.  **Evaluate the high-level plan:** The plan involves five steps, and step 4 (publishing the review) is underway. Since all the preliminary steps (diff, tests, linting, dependency research) have been completed, and the review is ready, we are on track. Only step 5 (log completion) is remaining. 
4.  **Estimate remaining cycles:** Given that the review is drafted and only the final step (log completion) remains, I estimate that very few cycles are remaining.
5.  **Answer the question:** I'll state whether we are on track and give an estimate of the number of cycles remaining.

Based on the scratch_pad's information, we're almost finished with the review process. It is highly likely that we are at the end of the tasks described in the context. Only one step remains.

Response: We are still on track with the high-level plan. I estimate that less than 10 cycles are left.