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: Performing a systematic self-evaluation of our progress:

1. Trajectory Review:
- We've completed 24 micro-cycles
- Current cycle is #25
- High-level plan progress: On step 4 of 5 (Publish final review)
- Key milestones achieved:
  * Diff analysis ✓
  * CI/tests checks ✓
  * Security scanning ✓
  * Dependency research ✓
  * Architecture approval obtained ✓

2. Remaining Work Assessment:
- Only one step left (Step 5: Log completion)
- We're extremely close to finishing this PR review
- All major technical and governance hurdles have been cleared

3. Cycle Estimation:
Based on the current state and proximity to completion, I assess we have LESS THAN 10 cycles remaining. Specifically, I estimate 2-3 more cycles to fully wrap up this PR review and logging process.

Response: less than 10 only few left