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
24s
Input Tokens
2650
Output Tokens
328
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: I have reviewed the task of performing a periodic self-evaluation at cycle 25 to assess if we are on track with the high-level plan and to estimate the remaining cycles. Based on the context provided, we are currently at step 4 of 5 in the high-level plan, which involves publishing the final review for PR-#351. The trajectory summary shows that all prior steps, including gathering diff and CI outputs, security and style analysis, and researching the new dependency (Pydantic v2), have been completed. The lead’s approval for the dependency has been received in cycle 24, and the draft review is ready in memory under the key 'draft_review_351'. The next actions are to publish the review using discord.post_message and update the scratch_pad to mark the task as complete. Given that only the final publication and logging remain, I estimate that we are very close to completion. There are only a few cycles left, specifically less than 10, as the remaining tasks are straightforward and should be completed in the next 1-2 cycles. We are still on track with the high-level plan as outlined in the scratch_pad, with no deviations or unresolved issues at this stage. Therefore, the project is progressing as expected, and we are nearing the end of the review process for this pull request.

Response: We are still on track with the high-level plan. I estimate that there are less than 10 cycles left, as we are at step 4 of 5, with only the final review publication and logging remaining.