Opper

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.

Input Tokens

Output Tokens

Duration

Cost

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: To assess whether we are on track with the high-level plan, let's evaluate the progress made in the current cycle 25 and reflect on previous cycles' outputs. The high-level plan involves five steps and we are currently on the fourth step, which is to publish the final review. The key activities, such as gathering diffs, CI outputs, security, and style analysis, and dependency research, are already completed per previous cycle summaries. The context shows that the only remaining task is to 'Send the review' and 'Update the scratch_pad & exit'. Given that we are so close to completing the final task, we are definitely on track. Considering the details mentioned, and since most of the work has already been done, and the final review is ready to be published, I deduce that there are fewer than 10 cycles left, probably just one or two cycles to finalize and log the task.

Response: less than 10 only few left