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
18s
Input Tokens
2678
Output Tokens
277
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: The task is to run a periodic self-evaluation at cycle 25 to check if the work remains on track with the high-level plan, and to estimate how many cycles are left. The context includes a detailed trajectory summary of cycles 1 through 24, showing steady progress through all required steps. Currently, we are at step 4 (publishing the final review) of 5 total steps in the high-level plan. The remaining work is to send the review and log completion (step 5). The lead has already granted approval in cycle 24, which cleared the final uncertainty. Given that we are at step 4 of 5 in cycle 25 and the remaining tasks are minimal, it is apparent that the project is on track. Since only one step remains, and each step takes roughly one or a few cycles, the number of cycles left should be less than 10 (only a few left, essentially wrapping up). Therefore, the answer is: we are still on track, and less than 10 cycles remain.

Response: Yes, we are still on track with the high-level plan. Based on the current progress—at step 4 of 5 in cycle 25—and the minor remaining tasks, I estimate that less than 10 cycles remain before completion.