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

2740

Output Tokens

180

Cost

$0.01

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: High-level plan has 5 steps. Cycles 1–24 completed steps 1–3 (diff, CI/lint/type, security scan, dependency research) and produced a draft review; governance uncertainty was resolved in cycle 24 (approval granted). Current cycle 25 is positioned at step 4 (publish final review) with only step 5 (log completion/update scratch_pad) remaining afterward. Therefore we are on track and only a couple of cycles remain to post and then mark complete.

Response: Yes, we’re still on track with the high-level plan. We’re at Step 4 of 5 (ready to publish the final review), with only posting + completion logging left.

How many cycles left: **less than 10 only few left** (likely 1–2 cycles).