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: Let me analyze where we are in the high-level plan and trajectory:

1. Looking at the scratch_pad, we are at step 4 of 5 ("Publish final review")
2. Reviewing the trajectory summary:
   - We have completed all major analysis steps (diff, tests, security, dependency)
   - We got the necessary approval from the lead regarding dependency
   - The draft review is ready in memory (draft_review_351)
3. Only remaining tasks:
   - Send the review message via Discord
   - Update scratch_pad and exit
4. Cross-referencing with mandatory review sequence (A-G):
   - Steps A through E are complete
   - Step F (posting review) is next
   - Step G (marking complete) will be last
5. Progress assessment:
   - We have completed about 90% of the work
   - Only 2 simple mechanical steps remain
   - No complex analysis or waiting for input needed

Response: less than 10 only few left