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
10s
Input Tokens
2695
Output Tokens
647
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'm evaluating our progress based on the high-level plan outlined in the scratch_pad. The plan has 5 steps: 1) Gather diff & CI outputs (completed), 2) Security + style analysis (completed), 3) Research new dependency (completed), 4) Publish final review (current step), and 5) Log completion (pending). We're currently at cycle 25 and on step 4 of 5. All necessary analysis has been completed, including security scans, dependency research, and we've received approval for the Pydantic v2 migration. The remaining work involves just publishing the final review (using content from draft_review_351) and marking the task as complete. This should require approximately 2 more cycles at most.

Response: Yes, we are still on track with the high-level plan. We have completed the analysis phase and are ready to publish the final review. I estimate that less than 10 cycles are left - specifically about 2 cycles to complete the remaining tasks: publishing the review and marking completion.