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.

Duration

21s

Input Tokens

3988

Output Tokens

483

Cost

$0.02

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: This is cycle 25, performing a periodic self-evaluation. Let me assess the current state:

High-level plan has 5 steps:
1. Gather diff and CI outputs - Complete
2. Security + style analysis - Complete
3. Research new dependency - Complete
4. Publish final review - Current step (Step 4)
5. Log completion - Pending

We are at Step 4 of 5. The lead confirmed approval in cycle 24. The draft review is ready in memory. We need approximately 1-2 more cycles to finish (publish review, then log completion). That is less than 10 cycles remaining. We are on track with the plan.

Response: ## Periodic Self-Evaluation - Cycle 25

### Are we still on track with the high-level plan?

Yes, fully on track. Current state against the 5-step plan:

- Step 1: Gather diff and CI outputs - COMPLETE
- Step 2: Security + style analysis - COMPLETE
- Step 3: Research new dependency (pydantic v2) - COMPLETE
- Step 4: Publish final review - CURRENT
- Step 5: Log completion and update scratch_pad - PENDING

All preparatory work has been completed. The lead confirmed dependency approval in cycle 24 (Approval granted, just flag migration risks), unblocking the final publish step. The draft review is ready in memory under key draft_review_351.

### How many cycles are left?

Answer: less than 10 - only a few left

Specifically, approximately 2 cycles remain:
- Cycle 25: Post the compiled review on PR-351 via github.comment_pull_request and notify via discord.
- Cycle 26: Update scratch_pad to mark the task complete and close out.

No additional research, blocking questions, or tool re-runs are anticipated. All data is in memory and all approvals are in hand.