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
9s
Input Tokens
3172
Output Tokens
263
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: Self-evaluation for cycle 25 analysis:

1. Review of High-Level Plan Progress:
- We've completed 4 out of 5 steps in the original plan
- Key milestones achieved: diff analysis, security checks, dependency research, and getting lead approval
- Currently at the 'Publish final review' stage

2. Remaining Work Assessment:
- Only 1 step left: Send the review and update scratch_pad
- This suggests we are very close to completion

3. Cycle Progress:
- Tracking shows systematic progress through 24 previous cycles
- Lead already granted approval in cycle 24
- Current cycle (25) is poised to finalize the review

4. Completion Estimation:
- Given we are at step 4 of 5, with only one remaining task
- The work is nearly complete
- Estimated remaining cycles: Less than 10 (likely just 1-2 more)

Response: less than 10 only few left