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
15s
Input Tokens
2678
Output Tokens
206
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 cycle 25 task involves performing a self-evaluation regarding progress on the high-level plan for the code review process. From the provided context, the review process follows a structured 5-step plan, with the current step being the final publishing of the review message. Previous steps include diff collection, testing, static analysis, and research on dependencies, which are already completed or in progress. The high-level plan indicates that once the review is published, the process completes. Given that the current step is to finalize and publish the review, and the instruction is to answer whether we're still on track and how many cycles are left, the logical conclusion is that the plan is progressing as scheduled and the remaining work involves only this final publishing step. Since the plan has 5 steps total and step 4 is underway, only 1 step remains, which equates to fewer than 10 cycles left.

Response: less than 10 only few left