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
14s
Input Tokens
2978
Output Tokens
1313
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 user wants me to perform a self-evaluation at cycle 25. I need to answer two questions based on the provided context:
1.  **Are we still on track with the high-level plan?**
    - I will check the `scratch_pad`. It contains a 5-step high-level plan.
    - Steps 1, 2, and 3 are marked as complete (✅).
    - The current step is 4 of 5: "Publish final review".
    - The `trajectory` summary confirms that all previous actions have been in service of this plan.
    - Conclusion: Yes, I am on track.

2.  **How many cycles are left?**
    - The current step is publishing the review. This will likely take one cycle.
    - The final step is "Log completion", which will likely take one more cycle.
    - This means approximately 2 cycles are remaining.
    - Comparing this to the possible answers, '2' falls into the "less than 10 only few left" category.

Based on this analysis, I will formulate the final answer.

Response: Yes, we are still on track with the high-level plan. We are currently on step 4 of 5. I estimate there are less than 10 only few left.