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.

Input Tokens

Output Tokens

Duration

Cost

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: 1. The task requires a self-evaluation to determine if we are still on track with the high-level plan and to estimate how many cycles are left.
2. The high-level plan consists of 5 steps, and we are currently on Step 4: publishing the final review.
3. Steps 1-3 have been completed, as indicated in the scratch_pad and context.
4. The current step (Step 4) involves publishing the review, which is ready and stored in memory under the key 'draft_review_351'.
5. The final step (Step 5) is to log completion, which is straightforward and should take minimal time.
6. Based on this analysis, we are on track with the high-level plan, and only one cycle remains to complete the task.

Response: We are still on track with the high-level plan. Since we are at Step 4 of 5, only one cycle remains (less than 10).