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.

0
Duration
34s
Input Tokens
3163
Output Tokens
193
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: To arrive at this conclusion, I followed these steps:
1. Reviewed the high-level plan and the current cycle (25) in the scratch_pad.
2. Examined the list of goals and the current progress.
3. Noted that we are at step 4 of 5, and the remaining goals are to send the review and update the scratch_pad.
4. Observed that the lead confirmed dependency approval in cycle 24.
5. Estimated the remaining cycles based on the complexity of the remaining tasks and the average number of cycles taken for similar tasks in the past.

Response: Yes, we are still on track with the high-level plan. Based on the current progress, I estimate that there are around 10-15 more cycles left before completion.