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: The review process is currently at step 4 of 5, which involves publishing the final review message to the designated review channel (such as Discord). The previous steps—gathering the diff, running checks, analyzing security and style, researching dependencies, and drafting the review—have been completed and stored in memory. The current instruction indicates readiness to publish the review stored under 'draft_review_351'. Given the cycle count and the previous workflow, the remaining step is to execute the publishing action, after which the process will be complete with no significant work left. Therefore, the appropriate response is that we have only a few cycles left, specifically less than 10, as only publishing remains and the entire review cycle is near completion.

Response: less than 10 only few left