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

Input Tokens

3157

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: 1. The task requires a self-evaluation of the current progress against the high-level plan and an estimation of the remaining cycles to complete the task.
2. According to the context, we are currently in cycle 25. The high-level plan consists of 5 steps, and we are at step 4, which is to publish the final review.
3. The remaining step is to log completion (step 5).
4. The context indicates that all dependencies have been resolved, and the review message is ready to be published.
5. Based on the current progress, only one cycle is needed to finalize the task.

Response: We are still on track with the high-level plan. Only **1 cycle** is left to complete the task. Possible answers: **less than 10 only few left**.