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

22s

Input Tokens

3102

Output Tokens

470

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: I checked the scratch_pad and trajectory in the context. We have completed steps 1 through 3 and received the needed human input in cycle 24. We are currently executing step 4 of a 5-step plan. The remaining tasks are to fetch the draft from memory, post it, and log completion, which will take only a few more cycles.

Response: Yes, we are completely on track with the high-level plan. We have successfully completed the first three steps (gathering diffs, security/style analysis, and dependency research) and obtained the necessary approval from the human lead in cycle 24. We are currently on step 4 of 5 (Publish final review). 

Estimated cycles left: less than 10 only few left. We just need to retrieve the drafted review from memory, potentially append the migration risks flagged by the lead, publish it, and mark the process as complete.